{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "9e9ba5b2",
   "metadata": {},
   "source": [
    "# 前期准备"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "d9069874",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "    <div class=\"bk-root\">\n",
       "        <a href=\"https://bokeh.org\" target=\"_blank\" class=\"bk-logo bk-logo-small bk-logo-notebook\"></a>\n",
       "        <span id=\"1002\">Loading BokehJS ...</span>\n",
       "    </div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "(function(root) {\n",
       "  function now() {\n",
       "    return new Date();\n",
       "  }\n",
       "\n",
       "  const force = true;\n",
       "\n",
       "  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n",
       "    root._bokeh_onload_callbacks = [];\n",
       "    root._bokeh_is_loading = undefined;\n",
       "  }\n",
       "\n",
       "  const JS_MIME_TYPE = 'application/javascript';\n",
       "  const HTML_MIME_TYPE = 'text/html';\n",
       "  const EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
       "  const CLASS_NAME = 'output_bokeh rendered_html';\n",
       "\n",
       "  /**\n",
       "   * Render data to the DOM node\n",
       "   */\n",
       "  function render(props, node) {\n",
       "    const script = document.createElement(\"script\");\n",
       "    node.appendChild(script);\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when an output is cleared or removed\n",
       "   */\n",
       "  function handleClearOutput(event, handle) {\n",
       "    const cell = handle.cell;\n",
       "\n",
       "    const id = cell.output_area._bokeh_element_id;\n",
       "    const server_id = cell.output_area._bokeh_server_id;\n",
       "    // Clean up Bokeh references\n",
       "    if (id != null && id in Bokeh.index) {\n",
       "      Bokeh.index[id].model.document.clear();\n",
       "      delete Bokeh.index[id];\n",
       "    }\n",
       "\n",
       "    if (server_id !== undefined) {\n",
       "      // Clean up Bokeh references\n",
       "      const cmd_clean = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n",
       "      cell.notebook.kernel.execute(cmd_clean, {\n",
       "        iopub: {\n",
       "          output: function(msg) {\n",
       "            const id = msg.content.text.trim();\n",
       "            if (id in Bokeh.index) {\n",
       "              Bokeh.index[id].model.document.clear();\n",
       "              delete Bokeh.index[id];\n",
       "            }\n",
       "          }\n",
       "        }\n",
       "      });\n",
       "      // Destroy server and session\n",
       "      const cmd_destroy = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
       "      cell.notebook.kernel.execute(cmd_destroy);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when a new output is added\n",
       "   */\n",
       "  function handleAddOutput(event, handle) {\n",
       "    const output_area = handle.output_area;\n",
       "    const output = handle.output;\n",
       "\n",
       "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
       "    if ((output.output_type != \"display_data\") || (!Object.prototype.hasOwnProperty.call(output.data, EXEC_MIME_TYPE))) {\n",
       "      return\n",
       "    }\n",
       "\n",
       "    const toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
       "\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n",
       "      toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n",
       "      // store reference to embed id on output_area\n",
       "      output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
       "    }\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
       "      const bk_div = document.createElement(\"div\");\n",
       "      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
       "      const script_attrs = bk_div.children[0].attributes;\n",
       "      for (let i = 0; i < script_attrs.length; i++) {\n",
       "        toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n",
       "        toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n",
       "      }\n",
       "      // store reference to server id on output_area\n",
       "      output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function register_renderer(events, OutputArea) {\n",
       "\n",
       "    function append_mime(data, metadata, element) {\n",
       "      // create a DOM node to render to\n",
       "      const toinsert = this.create_output_subarea(\n",
       "        metadata,\n",
       "        CLASS_NAME,\n",
       "        EXEC_MIME_TYPE\n",
       "      );\n",
       "      this.keyboard_manager.register_events(toinsert);\n",
       "      // Render to node\n",
       "      const props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
       "      render(props, toinsert[toinsert.length - 1]);\n",
       "      element.append(toinsert);\n",
       "      return toinsert\n",
       "    }\n",
       "\n",
       "    /* Handle when an output is cleared or removed */\n",
       "    events.on('clear_output.CodeCell', handleClearOutput);\n",
       "    events.on('delete.Cell', handleClearOutput);\n",
       "\n",
       "    /* Handle when a new output is added */\n",
       "    events.on('output_added.OutputArea', handleAddOutput);\n",
       "\n",
       "    /**\n",
       "     * Register the mime type and append_mime function with output_area\n",
       "     */\n",
       "    OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
       "      /* Is output safe? */\n",
       "      safe: true,\n",
       "      /* Index of renderer in `output_area.display_order` */\n",
       "      index: 0\n",
       "    });\n",
       "  }\n",
       "\n",
       "  // register the mime type if in Jupyter Notebook environment and previously unregistered\n",
       "  if (root.Jupyter !== undefined) {\n",
       "    const events = require('base/js/events');\n",
       "    const OutputArea = require('notebook/js/outputarea').OutputArea;\n",
       "\n",
       "    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
       "      register_renderer(events, OutputArea);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  \n",
       "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
       "    root._bokeh_timeout = Date.now() + 5000;\n",
       "    root._bokeh_failed_load = false;\n",
       "  }\n",
       "\n",
       "  const NB_LOAD_WARNING = {'data': {'text/html':\n",
       "     \"<div style='background-color: #fdd'>\\n\"+\n",
       "     \"<p>\\n\"+\n",
       "     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
       "     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
       "     \"</p>\\n\"+\n",
       "     \"<ul>\\n\"+\n",
       "     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
       "     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
       "     \"</ul>\\n\"+\n",
       "     \"<code>\\n\"+\n",
       "     \"from bokeh.resources import INLINE\\n\"+\n",
       "     \"output_notebook(resources=INLINE)\\n\"+\n",
       "     \"</code>\\n\"+\n",
       "     \"</div>\"}};\n",
       "\n",
       "  function display_loaded() {\n",
       "    const el = document.getElementById(\"1002\");\n",
       "    if (el != null) {\n",
       "      el.textContent = \"BokehJS is loading...\";\n",
       "    }\n",
       "    if (root.Bokeh !== undefined) {\n",
       "      if (el != null) {\n",
       "        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n",
       "      }\n",
       "    } else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(display_loaded, 100)\n",
       "    }\n",
       "  }\n",
       "\n",
       "\n",
       "  function run_callbacks() {\n",
       "    try {\n",
       "      root._bokeh_onload_callbacks.forEach(function(callback) {\n",
       "        if (callback != null)\n",
       "          callback();\n",
       "      });\n",
       "    } finally {\n",
       "      delete root._bokeh_onload_callbacks\n",
       "    }\n",
       "    console.debug(\"Bokeh: all callbacks have finished\");\n",
       "  }\n",
       "\n",
       "  function load_libs(css_urls, js_urls, callback) {\n",
       "    if (css_urls == null) css_urls = [];\n",
       "    if (js_urls == null) js_urls = [];\n",
       "\n",
       "    root._bokeh_onload_callbacks.push(callback);\n",
       "    if (root._bokeh_is_loading > 0) {\n",
       "      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
       "      return null;\n",
       "    }\n",
       "    if (js_urls == null || js_urls.length === 0) {\n",
       "      run_callbacks();\n",
       "      return null;\n",
       "    }\n",
       "    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
       "    root._bokeh_is_loading = css_urls.length + js_urls.length;\n",
       "\n",
       "    function on_load() {\n",
       "      root._bokeh_is_loading--;\n",
       "      if (root._bokeh_is_loading === 0) {\n",
       "        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n",
       "        run_callbacks()\n",
       "      }\n",
       "    }\n",
       "\n",
       "    function on_error(url) {\n",
       "      console.error(\"failed to load \" + url);\n",
       "    }\n",
       "\n",
       "    for (let i = 0; i < css_urls.length; i++) {\n",
       "      const url = css_urls[i];\n",
       "      const element = document.createElement(\"link\");\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error.bind(null, url);\n",
       "      element.rel = \"stylesheet\";\n",
       "      element.type = \"text/css\";\n",
       "      element.href = url;\n",
       "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
       "      document.body.appendChild(element);\n",
       "    }\n",
       "\n",
       "    for (let i = 0; i < js_urls.length; i++) {\n",
       "      const url = js_urls[i];\n",
       "      const element = document.createElement('script');\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error.bind(null, url);\n",
       "      element.async = false;\n",
       "      element.src = url;\n",
       "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "      document.head.appendChild(element);\n",
       "    }\n",
       "  };\n",
       "\n",
       "  function inject_raw_css(css) {\n",
       "    const element = document.createElement(\"style\");\n",
       "    element.appendChild(document.createTextNode(css));\n",
       "    document.body.appendChild(element);\n",
       "  }\n",
       "\n",
       "  \n",
       "  const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.4.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.4.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.4.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.4.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-2.4.2.min.js\"];\n",
       "  const css_urls = [];\n",
       "  \n",
       "\n",
       "  const inline_js = [\n",
       "    function(Bokeh) {\n",
       "      Bokeh.set_log_level(\"info\");\n",
       "    },\n",
       "    function(Bokeh) {\n",
       "    \n",
       "    \n",
       "    }\n",
       "  ];\n",
       "\n",
       "  function run_inline_js() {\n",
       "    \n",
       "    if (root.Bokeh !== undefined || force === true) {\n",
       "      \n",
       "    for (let i = 0; i < inline_js.length; i++) {\n",
       "      inline_js[i].call(root, root.Bokeh);\n",
       "    }\n",
       "    if (force === true) {\n",
       "        display_loaded();\n",
       "      }} else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(run_inline_js, 100);\n",
       "    } else if (!root._bokeh_failed_load) {\n",
       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "      root._bokeh_failed_load = true;\n",
       "    } else if (force !== true) {\n",
       "      const cell = $(document.getElementById(\"1002\")).parents('.cell').data().cell;\n",
       "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
       "    }\n",
       "\n",
       "  }\n",
       "\n",
       "  if (root._bokeh_is_loading === 0) {\n",
       "    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
       "    run_inline_js();\n",
       "  } else {\n",
       "    load_libs(css_urls, js_urls, function() {\n",
       "      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
       "      run_inline_js();\n",
       "    });\n",
       "  }\n",
       "}(window));"
      ],
      "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  const force = true;\n\n  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n    root._bokeh_onload_callbacks = [];\n    root._bokeh_is_loading = undefined;\n  }\n\n  \n\n  \n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  const NB_LOAD_WARNING = {'data': {'text/html':\n     \"<div style='background-color: #fdd'>\\n\"+\n     \"<p>\\n\"+\n     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n     \"</p>\\n\"+\n     \"<ul>\\n\"+\n     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n     \"</ul>\\n\"+\n     \"<code>\\n\"+\n     \"from bokeh.resources import INLINE\\n\"+\n     \"output_notebook(resources=INLINE)\\n\"+\n     \"</code>\\n\"+\n     \"</div>\"}};\n\n  function display_loaded() {\n    const el = document.getElementById(\"1002\");\n    if (el != null) {\n      el.textContent = \"BokehJS is loading...\";\n    }\n    if (root.Bokeh !== undefined) {\n      if (el != null) {\n        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(display_loaded, 100)\n    }\n  }\n\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) {\n        if (callback != null)\n          callback();\n      });\n    } finally {\n      delete root._bokeh_onload_callbacks\n    }\n    console.debug(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(css_urls, js_urls, callback) {\n    if (css_urls == null) css_urls = [];\n    if (js_urls == null) js_urls = [];\n\n    root._bokeh_onload_callbacks.push(callback);\n    if (root._bokeh_is_loading > 0) {\n      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    }\n    if (js_urls == null || js_urls.length === 0) {\n      run_callbacks();\n      return null;\n    }\n    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n    root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n    function on_load() {\n      root._bokeh_is_loading--;\n      if (root._bokeh_is_loading === 0) {\n        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n        run_callbacks()\n      }\n    }\n\n    function on_error(url) {\n      console.error(\"failed to load \" + url);\n    }\n\n    for (let i = 0; i < css_urls.length; i++) {\n      const url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error.bind(null, url);\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }\n\n    for (let i = 0; i < js_urls.length; i++) {\n      const url = js_urls[i];\n      const element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error.bind(null, url);\n      element.async = false;\n      element.src = url;\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n  };\n\n  function inject_raw_css(css) {\n    const element = document.createElement(\"style\");\n    element.appendChild(document.createTextNode(css));\n    document.body.appendChild(element);\n  }\n\n  \n  const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.4.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.4.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.4.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.4.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-2.4.2.min.js\"];\n  const css_urls = [];\n  \n\n  const inline_js = [\n    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\n    function(Bokeh) {\n    \n    \n    }\n  ];\n\n  function run_inline_js() {\n    \n    if (root.Bokeh !== undefined || force === true) {\n      \n    for (let i = 0; i < inline_js.length; i++) {\n      inline_js[i].call(root, root.Bokeh);\n    }\n    if (force === true) {\n        display_loaded();\n      }} else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      const cell = $(document.getElementById(\"1002\")).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\n\n  }\n\n  if (root._bokeh_is_loading === 0) {\n    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n    run_inline_js();\n  } else {\n    load_libs(css_urls, js_urls, function() {\n      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n      run_inline_js();\n    });\n  }\n}(window));"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from bokeh.plotting import figure,show,output_notebook\n",
    "output_notebook()\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7d72db18",
   "metadata": {},
   "source": [
    "# 散点图"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "de07fc5d",
   "metadata": {},
   "source": [
    "> - 散点分布，反应变量统计关系的一种图形  \n",
    "> - 尝试回顾circle(x,y,**kwargs)参数说明  \n",
    "> - 尝试回顾scatter(x,y,**kwargs)参数说明  \n",
    "> - 代码示例如下：  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "27b9cc73",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"cb2fab52-f503-4ca2-a924-84abdf1e34c4\" data-root-id=\"1574\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  const docs_json = {\"08cdac32-692c-4441-9469-5feb2d022c45\":{\"defs\":[],\"roots\":{\"references\":[{\"attributes\":{\"below\":[{\"id\":\"1583\"}],\"center\":[{\"id\":\"1586\"},{\"id\":\"1590\"}],\"height\":400,\"left\":[{\"id\":\"1587\"}],\"renderers\":[{\"id\":\"1609\"},{\"id\":\"1615\"}],\"title\":{\"id\":\"1664\"},\"toolbar\":{\"id\":\"1598\"},\"width\":400,\"x_range\":{\"id\":\"1575\"},\"x_scale\":{\"id\":\"1579\"},\"y_range\":{\"id\":\"1577\"},\"y_scale\":{\"id\":\"1581\"}},\"id\":\"1574\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"coordinates\":null,\"group\":null},\"id\":\"1664\",\"type\":\"Title\"},{\"attributes\":{},\"id\":\"1595\",\"type\":\"ResetTool\"},{\"attributes\":{\"overlay\":{\"id\":\"1597\"}},\"id\":\"1593\",\"type\":\"BoxZoomTool\"},{\"attributes\":{},\"id\":\"1670\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"1594\",\"type\":\"SaveTool\"},{\"attributes\":{},\"id\":\"1667\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"1668\",\"type\":\"AllLabels\"},{\"attributes\":{},\"id\":\"1584\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"1672\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"1579\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"1596\",\"type\":\"HelpTool\"},{\"attributes\":{},\"id\":\"1581\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"1673\",\"type\":\"Selection\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"navy\"},\"hatch_alpha\":{\"value\":0.1},\"hatch_color\":{\"value\":\"navy\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"navy\"},\"size\":{\"value\":20},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1607\",\"type\":\"Scatter\"},{\"attributes\":{\"source\":{\"id\":\"1611\"}},\"id\":\"1616\",\"type\":\"CDSView\"},{\"attributes\":{\"coordinates\":null,\"formatter\":{\"id\":\"1670\"},\"group\":null,\"major_label_policy\":{\"id\":\"1671\"},\"ticker\":{\"id\":\"1584\"}},\"id\":\"1583\",\"type\":\"LinearAxis\"},{\"attributes\":{\"tools\":[{\"id\":\"1591\"},{\"id\":\"1592\"},{\"id\":\"1593\"},{\"id\":\"1594\"},{\"id\":\"1595\"},{\"id\":\"1596\"}]},\"id\":\"1598\",\"type\":\"Toolbar\"},{\"attributes\":{},\"id\":\"1674\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"data\":{\"x\":[1,2,3,4,5],\"y\":[6,7,2,4,5]},\"selected\":{\"id\":\"1675\"},\"selection_policy\":{\"id\":\"1674\"}},\"id\":\"1611\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"axis\":{\"id\":\"1583\"},\"coordinates\":null,\"group\":null,\"ticker\":null},\"id\":\"1586\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"1675\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"1588\",\"type\":\"BasicTicker\"},{\"attributes\":{\"bottom_units\":\"screen\",\"coordinates\":null,\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"group\":null,\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"syncable\":false,\"top_units\":\"screen\"},\"id\":\"1597\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"coordinates\":null,\"formatter\":{\"id\":\"1667\"},\"group\":null,\"major_label_policy\":{\"id\":\"1668\"},\"ticker\":{\"id\":\"1588\"}},\"id\":\"1587\",\"type\":\"LinearAxis\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"1605\"},\"glyph\":{\"id\":\"1606\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"1608\"},\"nonselection_glyph\":{\"id\":\"1607\"},\"view\":{\"id\":\"1610\"}},\"id\":\"1609\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"navy\"},\"hatch_alpha\":{\"value\":0.5},\"hatch_color\":{\"value\":\"navy\"},\"line_alpha\":{\"value\":0.5},\"line_color\":{\"value\":\"navy\"},\"size\":{\"value\":20},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1606\",\"type\":\"Scatter\"},{\"attributes\":{\"axis\":{\"id\":\"1587\"},\"coordinates\":null,\"dimension\":1,\"group\":null,\"ticker\":null},\"id\":\"1590\",\"type\":\"Grid\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.2},\"fill_color\":{\"value\":\"navy\"},\"hatch_alpha\":{\"value\":0.2},\"hatch_color\":{\"value\":\"navy\"},\"line_alpha\":{\"value\":0.2},\"line_color\":{\"value\":\"navy\"},\"size\":{\"value\":20},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1608\",\"type\":\"Scatter\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.2},\"fill_color\":{\"value\":\"navy\"},\"hatch_alpha\":{\"value\":0.2},\"hatch_color\":{\"value\":\"navy\"},\"line_alpha\":{\"value\":0.2},\"line_color\":{\"value\":\"navy\"},\"size\":{\"value\":20},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1614\",\"type\":\"Circle\"},{\"attributes\":{\"data\":{\"x\":[1,2,3,4,5],\"y\":[6,7,2,4,5]},\"selected\":{\"id\":\"1673\"},\"selection_policy\":{\"id\":\"1672\"}},\"id\":\"1605\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"1577\",\"type\":\"DataRange1d\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"1611\"},\"glyph\":{\"id\":\"1612\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"1614\"},\"nonselection_glyph\":{\"id\":\"1613\"},\"view\":{\"id\":\"1616\"}},\"id\":\"1615\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"source\":{\"id\":\"1605\"}},\"id\":\"1610\",\"type\":\"CDSView\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"navy\"},\"hatch_alpha\":{\"value\":0.5},\"hatch_color\":{\"value\":\"navy\"},\"line_alpha\":{\"value\":0.5},\"line_color\":{\"value\":\"navy\"},\"size\":{\"value\":20},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1612\",\"type\":\"Circle\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"navy\"},\"hatch_alpha\":{\"value\":0.1},\"hatch_color\":{\"value\":\"navy\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"navy\"},\"size\":{\"value\":20},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1613\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"1575\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"1591\",\"type\":\"PanTool\"},{\"attributes\":{},\"id\":\"1671\",\"type\":\"AllLabels\"},{\"attributes\":{},\"id\":\"1592\",\"type\":\"WheelZoomTool\"}],\"root_ids\":[\"1574\"]},\"title\":\"Bokeh Application\",\"version\":\"2.4.2\"}};\n",
       "  const render_items = [{\"docid\":\"08cdac32-692c-4441-9469-5feb2d022c45\",\"root_ids\":[\"1574\"],\"roots\":{\"1574\":\"cb2fab52-f503-4ca2-a924-84abdf1e34c4\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    let attempts = 0;\n",
       "    const timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "1574"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 数据\n",
    "x = [1, 2, 3, 4, 5]\n",
    "y = [6, 7, 2, 4, 5]\n",
    "# 画布：尺寸\n",
    "p = figure(plot_width=400, plot_height=400)\n",
    "# 画图\n",
    "p.scatter(x, y, \n",
    "          size=20, \n",
    "          # screen units  显示器像素单位\n",
    "          # radius=1,  # data-space units  坐标轴单位\n",
    "          marker=\"circle\", color=\"navy\", alpha=0.5)  \n",
    "p.circle(x, y, \n",
    "         size=20, \n",
    "         color=\"navy\", alpha=0.5)\n",
    "\n",
    "# 显示\n",
    "show(p)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a3b7a260",
   "metadata": {},
   "source": [
    "# 气泡图"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1dc00379",
   "metadata": {},
   "source": [
    "> - 散点图和百分比区域图的组合\n",
    "> - 仍采用scatter的方法进行绘制，多增加size列表（不同值），来描述百分比\n",
    "> - 代码示例如下："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "24c92e99",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"4fe16083-da90-4d7c-8cd4-cf8cd70b044a\" data-root-id=\"2249\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  const docs_json = {\"b3b9a0de-0599-4fac-b73a-a1ab7aa1a8ff\":{\"defs\":[],\"roots\":{\"references\":[{\"attributes\":{\"below\":[{\"id\":\"2260\"}],\"center\":[{\"id\":\"2263\"},{\"id\":\"2267\"}],\"left\":[{\"id\":\"2264\"}],\"renderers\":[{\"id\":\"2286\"}],\"title\":{\"id\":\"2250\"},\"toolbar\":{\"id\":\"2275\"},\"x_range\":{\"id\":\"2252\"},\"x_scale\":{\"id\":\"2256\"},\"y_range\":{\"id\":\"2254\"},\"y_scale\":{\"id\":\"2258\"}},\"id\":\"2249\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"tools\":[{\"id\":\"2268\"},{\"id\":\"2269\"},{\"id\":\"2270\"},{\"id\":\"2271\"},{\"id\":\"2272\"},{\"id\":\"2273\"}]},\"id\":\"2275\",\"type\":\"Toolbar\"},{\"attributes\":{},\"id\":\"2265\",\"type\":\"BasicTicker\"},{\"attributes\":{\"bottom_units\":\"screen\",\"coordinates\":null,\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"group\":null,\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"syncable\":false,\"top_units\":\"screen\"},\"id\":\"2274\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"2380\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"2282\"},\"glyph\":{\"id\":\"2283\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"2285\"},\"nonselection_glyph\":{\"id\":\"2284\"},\"view\":{\"id\":\"2287\"}},\"id\":\"2286\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"coordinates\":null,\"formatter\":{\"id\":\"2380\"},\"group\":null,\"major_label_policy\":{\"id\":\"2381\"},\"ticker\":{\"id\":\"2265\"}},\"id\":\"2264\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"2383\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"navy\"},\"hatch_alpha\":{\"value\":0.1},\"hatch_color\":{\"value\":\"navy\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"navy\"},\"size\":{\"field\":\"size\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2284\",\"type\":\"Scatter\"},{\"attributes\":{\"axis\":{\"id\":\"2264\"},\"coordinates\":null,\"dimension\":1,\"group\":null,\"ticker\":null},\"id\":\"2267\",\"type\":\"Grid\"},{\"attributes\":{\"data\":{\"size\":{\"__ndarray__\":\"CgAAABQAAAAeAAAAKAAAAA==\",\"dtype\":\"int32\",\"order\":\"little\",\"shape\":[4]},\"x\":[1,2,3,4],\"y\":[2,4,6,8]},\"selected\":{\"id\":\"2386\"},\"selection_policy\":{\"id\":\"2385\"}},\"id\":\"2282\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"2386\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"2252\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"2254\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"2384\",\"type\":\"AllLabels\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.2},\"fill_color\":{\"value\":\"navy\"},\"hatch_alpha\":{\"value\":0.2},\"hatch_color\":{\"value\":\"navy\"},\"line_alpha\":{\"value\":0.2},\"line_color\":{\"value\":\"navy\"},\"size\":{\"field\":\"size\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2285\",\"type\":\"Scatter\"},{\"attributes\":{\"axis\":{\"id\":\"2260\"},\"coordinates\":null,\"group\":null,\"ticker\":null},\"id\":\"2263\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"2385\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"2268\",\"type\":\"PanTool\"},{\"attributes\":{},\"id\":\"2272\",\"type\":\"ResetTool\"},{\"attributes\":{\"coordinates\":null,\"group\":null,\"text\":\"bubble chart\"},\"id\":\"2250\",\"type\":\"Title\"},{\"attributes\":{},\"id\":\"2269\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"overlay\":{\"id\":\"2274\"}},\"id\":\"2270\",\"type\":\"BoxZoomTool\"},{\"attributes\":{\"fill_color\":{\"value\":\"navy\"},\"hatch_color\":{\"value\":\"navy\"},\"line_color\":{\"value\":\"navy\"},\"size\":{\"field\":\"size\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2283\",\"type\":\"Scatter\"},{\"attributes\":{},\"id\":\"2271\",\"type\":\"SaveTool\"},{\"attributes\":{},\"id\":\"2256\",\"type\":\"LinearScale\"},{\"attributes\":{\"source\":{\"id\":\"2282\"}},\"id\":\"2287\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"2273\",\"type\":\"HelpTool\"},{\"attributes\":{},\"id\":\"2261\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"2258\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"2381\",\"type\":\"AllLabels\"},{\"attributes\":{\"coordinates\":null,\"formatter\":{\"id\":\"2383\"},\"group\":null,\"major_label_policy\":{\"id\":\"2384\"},\"ticker\":{\"id\":\"2261\"}},\"id\":\"2260\",\"type\":\"LinearAxis\"}],\"root_ids\":[\"2249\"]},\"title\":\"Bokeh Application\",\"version\":\"2.4.2\"}};\n",
       "  const render_items = [{\"docid\":\"b3b9a0de-0599-4fac-b73a-a1ab7aa1a8ff\",\"root_ids\":[\"2249\"],\"roots\":{\"2249\":\"4fe16083-da90-4d7c-8cd4-cf8cd70b044a\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    let attempts = 0;\n",
       "    const timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "2249"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 简单气泡图\n",
    "x=[1,2,3,4]\n",
    "y=[2,4,6,8]\n",
    "sizes = np.array(y)*5 # 气泡大小\n",
    "p = figure(title=\"bubble chart\")\n",
    "p.scatter(x, y, \n",
    "          marker=\"circle\", \n",
    "          size=sizes, \n",
    "          color=\"navy\",\n",
    "          # fill_color=None, line_width=2\n",
    "         )\n",
    "show(p)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "64a89921",
   "metadata": {},
   "source": [
    "# 气泡图实践多维度时序图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "d89311da",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Using data directory: C:\\Users\\19108\\.bokeh\\data\n",
      "Skipping 'CGM.csv' (checksum match)\n",
      "Skipping 'US_Counties.zip' (checksum match)\n",
      "Skipping 'us_cities.json' (checksum match)\n",
      "Skipping 'unemployment09.csv' (checksum match)\n",
      "Skipping 'AAPL.csv' (checksum match)\n",
      "Skipping 'FB.csv' (checksum match)\n",
      "Skipping 'GOOG.csv' (checksum match)\n",
      "Skipping 'IBM.csv' (checksum match)\n",
      "Skipping 'MSFT.csv' (checksum match)\n",
      "Skipping 'WPP2012_SA_DB03_POPULATION_QUINQUENNIAL.zip' (checksum match)\n",
      "Skipping 'gapminder_fertility.csv' (checksum match)\n",
      "Skipping 'gapminder_population.csv' (checksum match)\n",
      "Skipping 'gapminder_life_expectancy.csv' (checksum match)\n",
      "Skipping 'gapminder_regions.csv' (checksum match)\n",
      "Skipping 'world_cities.zip' (checksum match)\n",
      "Skipping 'airports.json' (checksum match)\n",
      "Skipping 'movies.db.zip' (checksum match)\n",
      "Skipping 'airports.csv' (checksum match)\n",
      "Skipping 'routes.csv' (checksum match)\n",
      "Skipping 'haarcascade_frontalface_default.xml' (checksum match)\n"
     ]
    }
   ],
   "source": [
    "# 数据准备\n",
    "import bokeh\n",
    "#下载元数据\n",
    "bokeh.sampledata.download()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "c0cf0b8a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "    <div class=\"bk-root\">\n",
       "        <a href=\"https://bokeh.org\" target=\"_blank\" class=\"bk-logo bk-logo-small bk-logo-notebook\"></a>\n",
       "        <span id=\"2438\">Loading BokehJS ...</span>\n",
       "    </div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "(function(root) {\n",
       "  function now() {\n",
       "    return new Date();\n",
       "  }\n",
       "\n",
       "  const force = true;\n",
       "\n",
       "  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n",
       "    root._bokeh_onload_callbacks = [];\n",
       "    root._bokeh_is_loading = undefined;\n",
       "  }\n",
       "\n",
       "  const JS_MIME_TYPE = 'application/javascript';\n",
       "  const HTML_MIME_TYPE = 'text/html';\n",
       "  const EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
       "  const CLASS_NAME = 'output_bokeh rendered_html';\n",
       "\n",
       "  /**\n",
       "   * Render data to the DOM node\n",
       "   */\n",
       "  function render(props, node) {\n",
       "    const script = document.createElement(\"script\");\n",
       "    node.appendChild(script);\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when an output is cleared or removed\n",
       "   */\n",
       "  function handleClearOutput(event, handle) {\n",
       "    const cell = handle.cell;\n",
       "\n",
       "    const id = cell.output_area._bokeh_element_id;\n",
       "    const server_id = cell.output_area._bokeh_server_id;\n",
       "    // Clean up Bokeh references\n",
       "    if (id != null && id in Bokeh.index) {\n",
       "      Bokeh.index[id].model.document.clear();\n",
       "      delete Bokeh.index[id];\n",
       "    }\n",
       "\n",
       "    if (server_id !== undefined) {\n",
       "      // Clean up Bokeh references\n",
       "      const cmd_clean = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n",
       "      cell.notebook.kernel.execute(cmd_clean, {\n",
       "        iopub: {\n",
       "          output: function(msg) {\n",
       "            const id = msg.content.text.trim();\n",
       "            if (id in Bokeh.index) {\n",
       "              Bokeh.index[id].model.document.clear();\n",
       "              delete Bokeh.index[id];\n",
       "            }\n",
       "          }\n",
       "        }\n",
       "      });\n",
       "      // Destroy server and session\n",
       "      const cmd_destroy = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
       "      cell.notebook.kernel.execute(cmd_destroy);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when a new output is added\n",
       "   */\n",
       "  function handleAddOutput(event, handle) {\n",
       "    const output_area = handle.output_area;\n",
       "    const output = handle.output;\n",
       "\n",
       "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
       "    if ((output.output_type != \"display_data\") || (!Object.prototype.hasOwnProperty.call(output.data, EXEC_MIME_TYPE))) {\n",
       "      return\n",
       "    }\n",
       "\n",
       "    const toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
       "\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n",
       "      toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n",
       "      // store reference to embed id on output_area\n",
       "      output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
       "    }\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
       "      const bk_div = document.createElement(\"div\");\n",
       "      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
       "      const script_attrs = bk_div.children[0].attributes;\n",
       "      for (let i = 0; i < script_attrs.length; i++) {\n",
       "        toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n",
       "        toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n",
       "      }\n",
       "      // store reference to server id on output_area\n",
       "      output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function register_renderer(events, OutputArea) {\n",
       "\n",
       "    function append_mime(data, metadata, element) {\n",
       "      // create a DOM node to render to\n",
       "      const toinsert = this.create_output_subarea(\n",
       "        metadata,\n",
       "        CLASS_NAME,\n",
       "        EXEC_MIME_TYPE\n",
       "      );\n",
       "      this.keyboard_manager.register_events(toinsert);\n",
       "      // Render to node\n",
       "      const props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
       "      render(props, toinsert[toinsert.length - 1]);\n",
       "      element.append(toinsert);\n",
       "      return toinsert\n",
       "    }\n",
       "\n",
       "    /* Handle when an output is cleared or removed */\n",
       "    events.on('clear_output.CodeCell', handleClearOutput);\n",
       "    events.on('delete.Cell', handleClearOutput);\n",
       "\n",
       "    /* Handle when a new output is added */\n",
       "    events.on('output_added.OutputArea', handleAddOutput);\n",
       "\n",
       "    /**\n",
       "     * Register the mime type and append_mime function with output_area\n",
       "     */\n",
       "    OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
       "      /* Is output safe? */\n",
       "      safe: true,\n",
       "      /* Index of renderer in `output_area.display_order` */\n",
       "      index: 0\n",
       "    });\n",
       "  }\n",
       "\n",
       "  // register the mime type if in Jupyter Notebook environment and previously unregistered\n",
       "  if (root.Jupyter !== undefined) {\n",
       "    const events = require('base/js/events');\n",
       "    const OutputArea = require('notebook/js/outputarea').OutputArea;\n",
       "\n",
       "    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
       "      register_renderer(events, OutputArea);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  \n",
       "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
       "    root._bokeh_timeout = Date.now() + 5000;\n",
       "    root._bokeh_failed_load = false;\n",
       "  }\n",
       "\n",
       "  const NB_LOAD_WARNING = {'data': {'text/html':\n",
       "     \"<div style='background-color: #fdd'>\\n\"+\n",
       "     \"<p>\\n\"+\n",
       "     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
       "     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
       "     \"</p>\\n\"+\n",
       "     \"<ul>\\n\"+\n",
       "     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
       "     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
       "     \"</ul>\\n\"+\n",
       "     \"<code>\\n\"+\n",
       "     \"from bokeh.resources import INLINE\\n\"+\n",
       "     \"output_notebook(resources=INLINE)\\n\"+\n",
       "     \"</code>\\n\"+\n",
       "     \"</div>\"}};\n",
       "\n",
       "  function display_loaded() {\n",
       "    const el = document.getElementById(\"2438\");\n",
       "    if (el != null) {\n",
       "      el.textContent = \"BokehJS is loading...\";\n",
       "    }\n",
       "    if (root.Bokeh !== undefined) {\n",
       "      if (el != null) {\n",
       "        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n",
       "      }\n",
       "    } else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(display_loaded, 100)\n",
       "    }\n",
       "  }\n",
       "\n",
       "\n",
       "  function run_callbacks() {\n",
       "    try {\n",
       "      root._bokeh_onload_callbacks.forEach(function(callback) {\n",
       "        if (callback != null)\n",
       "          callback();\n",
       "      });\n",
       "    } finally {\n",
       "      delete root._bokeh_onload_callbacks\n",
       "    }\n",
       "    console.debug(\"Bokeh: all callbacks have finished\");\n",
       "  }\n",
       "\n",
       "  function load_libs(css_urls, js_urls, callback) {\n",
       "    if (css_urls == null) css_urls = [];\n",
       "    if (js_urls == null) js_urls = [];\n",
       "\n",
       "    root._bokeh_onload_callbacks.push(callback);\n",
       "    if (root._bokeh_is_loading > 0) {\n",
       "      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
       "      return null;\n",
       "    }\n",
       "    if (js_urls == null || js_urls.length === 0) {\n",
       "      run_callbacks();\n",
       "      return null;\n",
       "    }\n",
       "    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
       "    root._bokeh_is_loading = css_urls.length + js_urls.length;\n",
       "\n",
       "    function on_load() {\n",
       "      root._bokeh_is_loading--;\n",
       "      if (root._bokeh_is_loading === 0) {\n",
       "        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n",
       "        run_callbacks()\n",
       "      }\n",
       "    }\n",
       "\n",
       "    function on_error(url) {\n",
       "      console.error(\"failed to load \" + url);\n",
       "    }\n",
       "\n",
       "    for (let i = 0; i < css_urls.length; i++) {\n",
       "      const url = css_urls[i];\n",
       "      const element = document.createElement(\"link\");\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error.bind(null, url);\n",
       "      element.rel = \"stylesheet\";\n",
       "      element.type = \"text/css\";\n",
       "      element.href = url;\n",
       "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
       "      document.body.appendChild(element);\n",
       "    }\n",
       "\n",
       "    for (let i = 0; i < js_urls.length; i++) {\n",
       "      const url = js_urls[i];\n",
       "      const element = document.createElement('script');\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error.bind(null, url);\n",
       "      element.async = false;\n",
       "      element.src = url;\n",
       "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "      document.head.appendChild(element);\n",
       "    }\n",
       "  };\n",
       "\n",
       "  function inject_raw_css(css) {\n",
       "    const element = document.createElement(\"style\");\n",
       "    element.appendChild(document.createTextNode(css));\n",
       "    document.body.appendChild(element);\n",
       "  }\n",
       "\n",
       "  \n",
       "  const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.4.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.4.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.4.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.4.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-2.4.2.min.js\"];\n",
       "  const css_urls = [];\n",
       "  \n",
       "\n",
       "  const inline_js = [\n",
       "    function(Bokeh) {\n",
       "      Bokeh.set_log_level(\"info\");\n",
       "    },\n",
       "    function(Bokeh) {\n",
       "    \n",
       "    \n",
       "    }\n",
       "  ];\n",
       "\n",
       "  function run_inline_js() {\n",
       "    \n",
       "    if (root.Bokeh !== undefined || force === true) {\n",
       "      \n",
       "    for (let i = 0; i < inline_js.length; i++) {\n",
       "      inline_js[i].call(root, root.Bokeh);\n",
       "    }\n",
       "    if (force === true) {\n",
       "        display_loaded();\n",
       "      }} else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(run_inline_js, 100);\n",
       "    } else if (!root._bokeh_failed_load) {\n",
       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "      root._bokeh_failed_load = true;\n",
       "    } else if (force !== true) {\n",
       "      const cell = $(document.getElementById(\"2438\")).parents('.cell').data().cell;\n",
       "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
       "    }\n",
       "\n",
       "  }\n",
       "\n",
       "  if (root._bokeh_is_loading === 0) {\n",
       "    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
       "    run_inline_js();\n",
       "  } else {\n",
       "    load_libs(css_urls, js_urls, function() {\n",
       "      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
       "      run_inline_js();\n",
       "    });\n",
       "  }\n",
       "}(window));"
      ],
      "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  const force = true;\n\n  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n    root._bokeh_onload_callbacks = [];\n    root._bokeh_is_loading = undefined;\n  }\n\n  \n\n  \n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  const NB_LOAD_WARNING = {'data': {'text/html':\n     \"<div style='background-color: #fdd'>\\n\"+\n     \"<p>\\n\"+\n     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n     \"</p>\\n\"+\n     \"<ul>\\n\"+\n     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n     \"</ul>\\n\"+\n     \"<code>\\n\"+\n     \"from bokeh.resources import INLINE\\n\"+\n     \"output_notebook(resources=INLINE)\\n\"+\n     \"</code>\\n\"+\n     \"</div>\"}};\n\n  function display_loaded() {\n    const el = document.getElementById(\"2438\");\n    if (el != null) {\n      el.textContent = \"BokehJS is loading...\";\n    }\n    if (root.Bokeh !== undefined) {\n      if (el != null) {\n        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(display_loaded, 100)\n    }\n  }\n\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) {\n        if (callback != null)\n          callback();\n      });\n    } finally {\n      delete root._bokeh_onload_callbacks\n    }\n    console.debug(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(css_urls, js_urls, callback) {\n    if (css_urls == null) css_urls = [];\n    if (js_urls == null) js_urls = [];\n\n    root._bokeh_onload_callbacks.push(callback);\n    if (root._bokeh_is_loading > 0) {\n      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    }\n    if (js_urls == null || js_urls.length === 0) {\n      run_callbacks();\n      return null;\n    }\n    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n    root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n    function on_load() {\n      root._bokeh_is_loading--;\n      if (root._bokeh_is_loading === 0) {\n        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n        run_callbacks()\n      }\n    }\n\n    function on_error(url) {\n      console.error(\"failed to load \" + url);\n    }\n\n    for (let i = 0; i < css_urls.length; i++) {\n      const url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error.bind(null, url);\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }\n\n    for (let i = 0; i < js_urls.length; i++) {\n      const url = js_urls[i];\n      const element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error.bind(null, url);\n      element.async = false;\n      element.src = url;\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n  };\n\n  function inject_raw_css(css) {\n    const element = document.createElement(\"style\");\n    element.appendChild(document.createTextNode(css));\n    document.body.appendChild(element);\n  }\n\n  \n  const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.4.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.4.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.4.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.4.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-2.4.2.min.js\"];\n  const css_urls = [];\n  \n\n  const inline_js = [\n    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\n    function(Bokeh) {\n    \n    \n    }\n  ];\n\n  function run_inline_js() {\n    \n    if (root.Bokeh !== undefined || force === true) {\n      \n    for (let i = 0; i < inline_js.length; i++) {\n      inline_js[i].call(root, root.Bokeh);\n    }\n    if (force === true) {\n        display_loaded();\n      }} else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      const cell = $(document.getElementById(\"2438\")).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\n\n  }\n\n  if (root._bokeh_is_loading === 0) {\n    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n    run_inline_js();\n  } else {\n    load_libs(css_urls, js_urls, function() {\n      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n      run_inline_js();\n    });\n  }\n}(window));"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "from bokeh.embed import file_html\n",
    "from bokeh.io import output_notebook, show\n",
    "#图形前置的\n",
    "from bokeh.layouts import layout\n",
    "#底层样式 图形显示形式R\n",
    "from bokeh.models import (\n",
    "    ColumnDataSource, Plot, Circle, Range1d, LinearAxis, HoverTool, \n",
    "    Text, SingleIntervalTicker, Slider, CustomJS, Legend, LegendItem, CategoricalColorMapper)\n",
    "#内置的调色板\n",
    "from bokeh.palettes import Spectral6\n",
    "import numpy as np\n",
    "output_notebook()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "8f829c34",
   "metadata": {},
   "outputs": [],
   "source": [
    "from bokeh.sampledata.gapminder import fertility, life_expectancy, population, regions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "6221a3df",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>1964</th>\n",
       "      <th>1965</th>\n",
       "      <th>1966</th>\n",
       "      <th>1967</th>\n",
       "      <th>1968</th>\n",
       "      <th>1969</th>\n",
       "      <th>1970</th>\n",
       "      <th>1971</th>\n",
       "      <th>1972</th>\n",
       "      <th>1973</th>\n",
       "      <th>...</th>\n",
       "      <th>2004</th>\n",
       "      <th>2005</th>\n",
       "      <th>2006</th>\n",
       "      <th>2007</th>\n",
       "      <th>2008</th>\n",
       "      <th>2009</th>\n",
       "      <th>2010</th>\n",
       "      <th>2011</th>\n",
       "      <th>2012</th>\n",
       "      <th>2013</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Country</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Afghanistan</th>\n",
       "      <td>7.671</td>\n",
       "      <td>7.671</td>\n",
       "      <td>7.671</td>\n",
       "      <td>7.671</td>\n",
       "      <td>7.671</td>\n",
       "      <td>7.671</td>\n",
       "      <td>7.671</td>\n",
       "      <td>7.671</td>\n",
       "      <td>7.671</td>\n",
       "      <td>7.671</td>\n",
       "      <td>...</td>\n",
       "      <td>7.136</td>\n",
       "      <td>6.930</td>\n",
       "      <td>6.702</td>\n",
       "      <td>6.456</td>\n",
       "      <td>6.196</td>\n",
       "      <td>5.928</td>\n",
       "      <td>5.659</td>\n",
       "      <td>5.395</td>\n",
       "      <td>5.141</td>\n",
       "      <td>4.900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Albania</th>\n",
       "      <td>5.711</td>\n",
       "      <td>5.594</td>\n",
       "      <td>5.483</td>\n",
       "      <td>5.376</td>\n",
       "      <td>5.268</td>\n",
       "      <td>5.160</td>\n",
       "      <td>5.050</td>\n",
       "      <td>4.933</td>\n",
       "      <td>4.809</td>\n",
       "      <td>4.677</td>\n",
       "      <td>...</td>\n",
       "      <td>2.004</td>\n",
       "      <td>1.919</td>\n",
       "      <td>1.849</td>\n",
       "      <td>1.796</td>\n",
       "      <td>1.761</td>\n",
       "      <td>1.744</td>\n",
       "      <td>1.741</td>\n",
       "      <td>1.748</td>\n",
       "      <td>1.760</td>\n",
       "      <td>1.771</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Algeria</th>\n",
       "      <td>7.653</td>\n",
       "      <td>7.655</td>\n",
       "      <td>7.657</td>\n",
       "      <td>7.658</td>\n",
       "      <td>7.657</td>\n",
       "      <td>7.652</td>\n",
       "      <td>7.641</td>\n",
       "      <td>7.622</td>\n",
       "      <td>7.591</td>\n",
       "      <td>7.548</td>\n",
       "      <td>...</td>\n",
       "      <td>2.448</td>\n",
       "      <td>2.507</td>\n",
       "      <td>2.580</td>\n",
       "      <td>2.656</td>\n",
       "      <td>2.725</td>\n",
       "      <td>2.781</td>\n",
       "      <td>2.817</td>\n",
       "      <td>2.829</td>\n",
       "      <td>2.820</td>\n",
       "      <td>2.795</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>American Samoa</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Andorra</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Virgin Islands (U.S.)</th>\n",
       "      <td>5.698</td>\n",
       "      <td>5.679</td>\n",
       "      <td>5.634</td>\n",
       "      <td>5.561</td>\n",
       "      <td>5.459</td>\n",
       "      <td>5.328</td>\n",
       "      <td>5.167</td>\n",
       "      <td>4.976</td>\n",
       "      <td>4.760</td>\n",
       "      <td>4.527</td>\n",
       "      <td>...</td>\n",
       "      <td>2.219</td>\n",
       "      <td>2.278</td>\n",
       "      <td>2.337</td>\n",
       "      <td>2.391</td>\n",
       "      <td>2.438</td>\n",
       "      <td>2.472</td>\n",
       "      <td>2.493</td>\n",
       "      <td>2.501</td>\n",
       "      <td>2.497</td>\n",
       "      <td>2.487</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Yemen, Rep.</th>\n",
       "      <td>7.385</td>\n",
       "      <td>7.418</td>\n",
       "      <td>7.447</td>\n",
       "      <td>7.471</td>\n",
       "      <td>7.491</td>\n",
       "      <td>7.512</td>\n",
       "      <td>7.542</td>\n",
       "      <td>7.593</td>\n",
       "      <td>7.672</td>\n",
       "      <td>7.782</td>\n",
       "      <td>...</td>\n",
       "      <td>5.588</td>\n",
       "      <td>5.393</td>\n",
       "      <td>5.199</td>\n",
       "      <td>5.010</td>\n",
       "      <td>4.829</td>\n",
       "      <td>4.658</td>\n",
       "      <td>4.498</td>\n",
       "      <td>4.348</td>\n",
       "      <td>4.207</td>\n",
       "      <td>4.075</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zambia</th>\n",
       "      <td>7.240</td>\n",
       "      <td>7.292</td>\n",
       "      <td>7.338</td>\n",
       "      <td>7.376</td>\n",
       "      <td>7.405</td>\n",
       "      <td>7.425</td>\n",
       "      <td>7.437</td>\n",
       "      <td>7.443</td>\n",
       "      <td>7.446</td>\n",
       "      <td>7.447</td>\n",
       "      <td>...</td>\n",
       "      <td>5.974</td>\n",
       "      <td>5.954</td>\n",
       "      <td>5.932</td>\n",
       "      <td>5.908</td>\n",
       "      <td>5.881</td>\n",
       "      <td>5.849</td>\n",
       "      <td>5.813</td>\n",
       "      <td>5.773</td>\n",
       "      <td>5.731</td>\n",
       "      <td>5.687</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zimbabwe</th>\n",
       "      <td>7.347</td>\n",
       "      <td>7.373</td>\n",
       "      <td>7.391</td>\n",
       "      <td>7.403</td>\n",
       "      <td>7.411</td>\n",
       "      <td>7.415</td>\n",
       "      <td>7.417</td>\n",
       "      <td>7.419</td>\n",
       "      <td>7.420</td>\n",
       "      <td>7.417</td>\n",
       "      <td>...</td>\n",
       "      <td>3.987</td>\n",
       "      <td>3.969</td>\n",
       "      <td>3.941</td>\n",
       "      <td>3.903</td>\n",
       "      <td>3.853</td>\n",
       "      <td>3.792</td>\n",
       "      <td>3.721</td>\n",
       "      <td>3.643</td>\n",
       "      <td>3.564</td>\n",
       "      <td>3.486</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Åland</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>244 rows × 50 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                        1964   1965   1966   1967   1968   1969   1970   1971  \\\n",
       "Country                                                                         \n",
       "Afghanistan            7.671  7.671  7.671  7.671  7.671  7.671  7.671  7.671   \n",
       "Albania                5.711  5.594  5.483  5.376  5.268  5.160  5.050  4.933   \n",
       "Algeria                7.653  7.655  7.657  7.658  7.657  7.652  7.641  7.622   \n",
       "American Samoa           NaN    NaN    NaN    NaN    NaN    NaN    NaN    NaN   \n",
       "Andorra                  NaN    NaN    NaN    NaN    NaN    NaN    NaN    NaN   \n",
       "...                      ...    ...    ...    ...    ...    ...    ...    ...   \n",
       "Virgin Islands (U.S.)  5.698  5.679  5.634  5.561  5.459  5.328  5.167  4.976   \n",
       "Yemen, Rep.            7.385  7.418  7.447  7.471  7.491  7.512  7.542  7.593   \n",
       "Zambia                 7.240  7.292  7.338  7.376  7.405  7.425  7.437  7.443   \n",
       "Zimbabwe               7.347  7.373  7.391  7.403  7.411  7.415  7.417  7.419   \n",
       "Åland                    NaN    NaN    NaN    NaN    NaN    NaN    NaN    NaN   \n",
       "\n",
       "                        1972   1973  ...   2004   2005   2006   2007   2008  \\\n",
       "Country                              ...                                      \n",
       "Afghanistan            7.671  7.671  ...  7.136  6.930  6.702  6.456  6.196   \n",
       "Albania                4.809  4.677  ...  2.004  1.919  1.849  1.796  1.761   \n",
       "Algeria                7.591  7.548  ...  2.448  2.507  2.580  2.656  2.725   \n",
       "American Samoa           NaN    NaN  ...    NaN    NaN    NaN    NaN    NaN   \n",
       "Andorra                  NaN    NaN  ...    NaN    NaN    NaN    NaN    NaN   \n",
       "...                      ...    ...  ...    ...    ...    ...    ...    ...   \n",
       "Virgin Islands (U.S.)  4.760  4.527  ...  2.219  2.278  2.337  2.391  2.438   \n",
       "Yemen, Rep.            7.672  7.782  ...  5.588  5.393  5.199  5.010  4.829   \n",
       "Zambia                 7.446  7.447  ...  5.974  5.954  5.932  5.908  5.881   \n",
       "Zimbabwe               7.420  7.417  ...  3.987  3.969  3.941  3.903  3.853   \n",
       "Åland                    NaN    NaN  ...    NaN    NaN    NaN    NaN    NaN   \n",
       "\n",
       "                        2009   2010   2011   2012   2013  \n",
       "Country                                                   \n",
       "Afghanistan            5.928  5.659  5.395  5.141  4.900  \n",
       "Albania                1.744  1.741  1.748  1.760  1.771  \n",
       "Algeria                2.781  2.817  2.829  2.820  2.795  \n",
       "American Samoa           NaN    NaN    NaN    NaN    NaN  \n",
       "Andorra                  NaN    NaN    NaN    NaN    NaN  \n",
       "...                      ...    ...    ...    ...    ...  \n",
       "Virgin Islands (U.S.)  2.472  2.493  2.501  2.497  2.487  \n",
       "Yemen, Rep.            4.658  4.498  4.348  4.207  4.075  \n",
       "Zambia                 5.849  5.813  5.773  5.731  5.687  \n",
       "Zimbabwe               3.792  3.721  3.643  3.564  3.486  \n",
       "Åland                    NaN    NaN    NaN    NaN    NaN  \n",
       "\n",
       "[244 rows x 50 columns]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fertility"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "7b30991d",
   "metadata": {},
   "outputs": [],
   "source": [
    "def process_data():\n",
    "    from bokeh.sampledata.gapminder import fertility, life_expectancy, population, regions\n",
    "\n",
    "    # Make the column names ints not strings for handling\n",
    "    columns = list(fertility.columns)\n",
    "    years = list(range(int(columns[0]), int(columns[-1])))\n",
    "    rename_dict = dict(zip(columns, years))\n",
    "\n",
    "    fertility = fertility.rename(columns=rename_dict)\n",
    "    life_expectancy = life_expectancy.rename(columns=rename_dict)\n",
    "    population = population.rename(columns=rename_dict)\n",
    "    regions = regions.rename(columns=rename_dict)\n",
    "    regions_list = list(regions.Group.unique())\n",
    "\n",
    "    # Turn population into bubble sizes. Use min_size and factor to tweak.\n",
    "    scale_factor = 200\n",
    "    population_size = np.sqrt(population / np.pi) / scale_factor\n",
    "    min_size = 3\n",
    "    population_size = population_size.where(population_size >= min_size).fillna(min_size)\n",
    "\n",
    "    return fertility, life_expectancy, population_size, regions, years, regions_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "b4dfc145",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(                        1964   1965   1966   1967   1968   1969   1970   1971  \\\n",
       " Country                                                                         \n",
       " Afghanistan            7.671  7.671  7.671  7.671  7.671  7.671  7.671  7.671   \n",
       " Albania                5.711  5.594  5.483  5.376  5.268  5.160  5.050  4.933   \n",
       " Algeria                7.653  7.655  7.657  7.658  7.657  7.652  7.641  7.622   \n",
       " American Samoa           NaN    NaN    NaN    NaN    NaN    NaN    NaN    NaN   \n",
       " Andorra                  NaN    NaN    NaN    NaN    NaN    NaN    NaN    NaN   \n",
       " ...                      ...    ...    ...    ...    ...    ...    ...    ...   \n",
       " Virgin Islands (U.S.)  5.698  5.679  5.634  5.561  5.459  5.328  5.167  4.976   \n",
       " Yemen, Rep.            7.385  7.418  7.447  7.471  7.491  7.512  7.542  7.593   \n",
       " Zambia                 7.240  7.292  7.338  7.376  7.405  7.425  7.437  7.443   \n",
       " Zimbabwe               7.347  7.373  7.391  7.403  7.411  7.415  7.417  7.419   \n",
       " Åland                    NaN    NaN    NaN    NaN    NaN    NaN    NaN    NaN   \n",
       " \n",
       "                         1972   1973  ...   2004   2005   2006   2007   2008  \\\n",
       " Country                              ...                                      \n",
       " Afghanistan            7.671  7.671  ...  7.136  6.930  6.702  6.456  6.196   \n",
       " Albania                4.809  4.677  ...  2.004  1.919  1.849  1.796  1.761   \n",
       " Algeria                7.591  7.548  ...  2.448  2.507  2.580  2.656  2.725   \n",
       " American Samoa           NaN    NaN  ...    NaN    NaN    NaN    NaN    NaN   \n",
       " Andorra                  NaN    NaN  ...    NaN    NaN    NaN    NaN    NaN   \n",
       " ...                      ...    ...  ...    ...    ...    ...    ...    ...   \n",
       " Virgin Islands (U.S.)  4.760  4.527  ...  2.219  2.278  2.337  2.391  2.438   \n",
       " Yemen, Rep.            7.672  7.782  ...  5.588  5.393  5.199  5.010  4.829   \n",
       " Zambia                 7.446  7.447  ...  5.974  5.954  5.932  5.908  5.881   \n",
       " Zimbabwe               7.420  7.417  ...  3.987  3.969  3.941  3.903  3.853   \n",
       " Åland                    NaN    NaN  ...    NaN    NaN    NaN    NaN    NaN   \n",
       " \n",
       "                         2009   2010   2011   2012   2013  \n",
       " Country                                                   \n",
       " Afghanistan            5.928  5.659  5.395  5.141  4.900  \n",
       " Albania                1.744  1.741  1.748  1.760  1.771  \n",
       " Algeria                2.781  2.817  2.829  2.820  2.795  \n",
       " American Samoa           NaN    NaN    NaN    NaN    NaN  \n",
       " Andorra                  NaN    NaN    NaN    NaN    NaN  \n",
       " ...                      ...    ...    ...    ...    ...  \n",
       " Virgin Islands (U.S.)  2.472  2.493  2.501  2.497  2.487  \n",
       " Yemen, Rep.            4.658  4.498  4.348  4.207  4.075  \n",
       " Zambia                 5.849  5.813  5.773  5.731  5.687  \n",
       " Zimbabwe               3.792  3.721  3.643  3.564  3.486  \n",
       " Åland                    NaN    NaN    NaN    NaN    NaN  \n",
       " \n",
       " [244 rows x 50 columns],\n",
       "                          1964    1965    1966    1967    1968    1969    1970  \\\n",
       " Country                                                                         \n",
       " Afghanistan            33.639  34.152  34.662  35.170  35.674  36.172  36.663   \n",
       " Albania                65.475  65.863  66.122  66.316  66.500  66.702  66.948   \n",
       " Algeria                47.953  48.389  48.806  49.205  49.592  49.976  50.366   \n",
       " American Samoa            NaN     NaN     NaN     NaN     NaN     NaN     NaN   \n",
       " Andorra                   NaN     NaN     NaN     NaN     NaN     NaN     NaN   \n",
       " ...                       ...     ...     ...     ...     ...     ...     ...   \n",
       " Virgin Islands (U.S.)  65.198  65.597  66.015  66.442  66.867  67.290  67.708   \n",
       " Yemen, Rep.            36.068  36.957  37.827  38.679  39.516  40.346  41.176   \n",
       " Zambia                 46.574  46.929  47.303  47.704  48.131  48.580  49.044   \n",
       " Zimbabwe               52.993  53.325  53.648  53.965  54.279  54.596  54.918   \n",
       " Åland                     NaN     NaN     NaN     NaN     NaN     NaN     NaN   \n",
       " \n",
       "                          1971    1972    1973  ...    2004    2005    2006  \\\n",
       " Country                                        ...                           \n",
       " Afghanistan            37.143  37.614  38.075  ...  56.583  57.071  57.582   \n",
       " Albania                67.251  67.595  67.966  ...  75.725  75.949  76.124   \n",
       " Algeria                50.767  51.195  51.670  ...  69.682  69.854  70.020   \n",
       " American Samoa            NaN     NaN     NaN  ...     NaN     NaN     NaN   \n",
       " Andorra                   NaN     NaN     NaN  ...     NaN     NaN     NaN   \n",
       " ...                       ...     ...     ...  ...     ...     ...     ...   \n",
       " Virgin Islands (U.S.)  68.122  68.534  68.942  ...  78.358  78.522  78.688   \n",
       " Yemen, Rep.            42.017  42.878  43.763  ...  61.307  61.520  61.728   \n",
       " Zambia                 49.513  49.970  50.392  ...  45.791  47.156  48.613   \n",
       " Zimbabwe               55.247  55.586  55.940  ...  43.244  43.958  45.157   \n",
       " Åland                     NaN     NaN     NaN  ...  79.880  80.000  80.100   \n",
       " \n",
       "                          2007    2008    2009    2010    2011    2012    2013  \n",
       " Country                                                                        \n",
       " Afghanistan            58.102  58.618  59.124  59.612  60.079  60.524  60.947  \n",
       " Albania                76.278  76.433  76.598  76.780  76.979  77.185  77.392  \n",
       " Algeria                70.180  70.332  70.477  70.615  70.747  70.874  71.000  \n",
       " American Samoa            NaN     NaN     NaN     NaN     NaN     NaN     NaN  \n",
       " Andorra                   NaN     NaN     NaN     NaN     NaN     NaN     NaN  \n",
       " ...                       ...     ...     ...     ...     ...     ...     ...  \n",
       " Virgin Islands (U.S.)  78.861  79.047  79.247  79.463  79.690  79.922  80.152  \n",
       " Yemen, Rep.            61.933  62.136  62.337  62.536  62.731  62.923  63.112  \n",
       " Zambia                 50.126  51.648  53.137  54.549  55.851  57.037  58.105  \n",
       " Zimbabwe               46.827  48.890  51.234  53.684  56.040  58.142  59.871  \n",
       " Åland                     NaN     NaN     NaN     NaN     NaN     NaN     NaN  \n",
       " \n",
       " [244 rows x 50 columns],\n",
       "                            1964      1965      1966       1967       1968  \\\n",
       " Country                                                                     \n",
       " Afghanistan            9.129985  9.226692  9.325238   9.425367   9.529220   \n",
       " Albania                3.802632  3.857528  3.911866   3.965554   4.018553   \n",
       " Algeria                9.630513  9.740649  9.865195  10.002490  10.149715   \n",
       " American Samoa         3.000000  3.000000  3.000000   3.000000   3.000000   \n",
       " Andorra                3.000000  3.000000  3.000000   3.000000   3.000000   \n",
       " ...                         ...       ...       ...        ...        ...   \n",
       " Virgin Islands (U.S.)  3.000000  3.000000  3.000000   3.000000   3.000000   \n",
       " Yemen, Rep.            6.632319  6.694750  6.756744   6.818802   6.879700   \n",
       " Zambia                 5.225038  5.305531  5.387545   5.471262   5.557277   \n",
       " Zimbabwe               5.835698  5.932103  6.029354   6.127726   6.227873   \n",
       " Åland                  3.000000  3.000000  3.000000   3.000000   3.000000   \n",
       " \n",
       "                             1969       1970       1971       1972       1973  \\\n",
       " Country                                                                        \n",
       " Afghanistan             9.639633   9.757751   9.882623  10.010863  10.137962   \n",
       " Albania                 4.070848   4.122445   4.173335   4.223538   4.273134   \n",
       " Algeria                10.302802  10.458904  10.617371  10.779070  10.944540   \n",
       " American Samoa          3.000000   3.000000   3.000000   3.000000   3.000000   \n",
       " Andorra                 3.000000   3.000000   3.000000   3.000000   3.000000   \n",
       " ...                          ...        ...        ...        ...        ...   \n",
       " Virgin Islands (U.S.)   3.000000   3.000000   3.000000   3.000000   3.000000   \n",
       " Yemen, Rep.             6.937871   6.992874   7.044051   7.093649   7.147630   \n",
       " Zambia                  5.646365   5.738974   5.835247   5.934780   6.036802   \n",
       " Zimbabwe                6.330652   6.436603   6.546321   6.659561   6.775087   \n",
       " Åland                   3.000000   3.000000   3.000000   3.000000   3.000000   \n",
       " \n",
       "                        ...       2004       2005       2006       2007  \\\n",
       " Country                ...                                               \n",
       " Afghanistan            ...  14.574636  14.823999  15.038847  15.229420   \n",
       " Albania                ...   4.986668   5.000165   5.011934   5.022290   \n",
       " Algeria                ...  16.056138  16.177700  16.301065  16.426204   \n",
       " American Samoa         ...   3.000000   3.000000   3.000000   3.000000   \n",
       " Andorra                ...   3.000000   3.000000   3.000000   3.000000   \n",
       " ...                    ...        ...        ...        ...        ...   \n",
       " Virgin Islands (U.S.)  ...   3.000000   3.000000   3.000000   3.000000   \n",
       " Yemen, Rep.            ...  12.623897  12.818607  13.015571  13.215468   \n",
       " Zambia                 ...   9.437503   9.550634   9.669765   9.794575   \n",
       " Zimbabwe               ...  10.012528  10.001717   9.985381   9.966072   \n",
       " Åland                  ...   3.000000   3.000000   3.000000   3.000000   \n",
       " \n",
       "                             2008       2009       2010       2011       2012  \\\n",
       " Country                                                                        \n",
       " Afghanistan            15.409709  15.599040  15.810335  16.046771  16.302311   \n",
       " Albania                 5.031576   5.040524   5.049642   5.058856   5.067802   \n",
       " Algeria                16.552025  16.677068  16.800209  16.921031  17.039513   \n",
       " American Samoa          3.000000   3.000000   3.000000   3.000000   3.000000   \n",
       " Andorra                 3.000000   3.000000   3.000000   3.000000   3.000000   \n",
       " ...                          ...        ...        ...        ...        ...   \n",
       " Virgin Islands (U.S.)   3.000000   3.000000   3.000000   3.000000   3.000000   \n",
       " Yemen, Rep.            13.418522  13.624978  13.834877  14.048173  14.264422   \n",
       " Zambia                  9.925413  10.062423  10.205662  10.355207  10.511042   \n",
       " Zimbabwe                9.954207   9.963176  10.002022  10.074528  10.176422   \n",
       " Åland                   3.000000   3.000000   3.000000   3.000000   3.000000   \n",
       " \n",
       "                             2013  \n",
       " Country                           \n",
       " Afghanistan            16.569297  \n",
       " Albania                 5.076387  \n",
       " Algeria                17.155428  \n",
       " American Samoa          3.000000  \n",
       " Andorra                 3.000000  \n",
       " ...                          ...  \n",
       " Virgin Islands (U.S.)   3.000000  \n",
       " Yemen, Rep.            14.482764  \n",
       " Zambia                 10.672923  \n",
       " Zimbabwe               10.298556  \n",
       " Åland                   3.000000  \n",
       " \n",
       " [244 rows x 50 columns],\n",
       "                                             Group  ID\n",
       " Country                                              \n",
       " Angola                         Sub-Saharan Africa  AO\n",
       " Benin                          Sub-Saharan Africa  BJ\n",
       " Botswana                       Sub-Saharan Africa  BW\n",
       " Burkina Faso                   Sub-Saharan Africa  BF\n",
       " Burundi                        Sub-Saharan Africa  BI\n",
       " ...                                           ...  ..\n",
       " Venezuela                                 America  VE\n",
       " Western Sahara         Middle East & North Africa  EH\n",
       " Vietnam                       East Asia & Pacific  VN\n",
       " Virgin Islands (U.S.)                     America  VI\n",
       " Vanuatu                       East Asia & Pacific  VU\n",
       " \n",
       " [244 rows x 2 columns],\n",
       " [1964,\n",
       "  1965,\n",
       "  1966,\n",
       "  1967,\n",
       "  1968,\n",
       "  1969,\n",
       "  1970,\n",
       "  1971,\n",
       "  1972,\n",
       "  1973,\n",
       "  1974,\n",
       "  1975,\n",
       "  1976,\n",
       "  1977,\n",
       "  1978,\n",
       "  1979,\n",
       "  1980,\n",
       "  1981,\n",
       "  1982,\n",
       "  1983,\n",
       "  1984,\n",
       "  1985,\n",
       "  1986,\n",
       "  1987,\n",
       "  1988,\n",
       "  1989,\n",
       "  1990,\n",
       "  1991,\n",
       "  1992,\n",
       "  1993,\n",
       "  1994,\n",
       "  1995,\n",
       "  1996,\n",
       "  1997,\n",
       "  1998,\n",
       "  1999,\n",
       "  2000,\n",
       "  2001,\n",
       "  2002,\n",
       "  2003,\n",
       "  2004,\n",
       "  2005,\n",
       "  2006,\n",
       "  2007,\n",
       "  2008,\n",
       "  2009,\n",
       "  2010,\n",
       "  2011,\n",
       "  2012],\n",
       " ['Sub-Saharan Africa',\n",
       "  'South Asia',\n",
       "  'Middle East & North Africa',\n",
       "  'America',\n",
       "  'Europe & Central Asia',\n",
       "  'East Asia & Pacific'])"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "process_data()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "67c95948",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "# 数据预处理\n",
    "fertility_df, life_expectancy_df, population_df_size, regions_df, years, regions_list = process_data()\n",
    "sources = {}\n",
    "region_name = regions_df.Group\n",
    "region_name.name = 'region'\n",
    "for year in years:\n",
    "    fertility = fertility_df[year]\n",
    "    fertility.name = 'fertility'\n",
    "    life = life_expectancy_df[year]\n",
    "    life.name = 'life' \n",
    "    population = population_df_size[year]\n",
    "    population.name = 'population' \n",
    "    new_df = pd.concat([fertility, life, population, region_name], axis=1)\n",
    "    sources['_' + str(year)] = ColumnDataSource(new_df)\n",
    "dictionary_of_sources = dict(zip([x for x in years], ['_%s' % x for x in years]))\n",
    "js_source_array = str(dictionary_of_sources).replace(\"'\", \"\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "5a6453ae",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"display: table;\"><div style=\"display: table-row;\"><div style=\"display: table-cell;\"><b title=\"bokeh.models.sources.ColumnDataSource\">ColumnDataSource</b>(</div><div style=\"display: table-cell;\">id&nbsp;=&nbsp;'3517', <span id=\"3567\" style=\"cursor: pointer;\">&hellip;)</span></div></div><div class=\"3566\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">data&nbsp;=&nbsp;{'Country': ['Afghanistan', 'Albania', 'Algeria', 'American Samoa', 'Andorra', 'Angola', 'Anguilla', 'Antigua and Barbuda', 'Argentina', 'Armenia', 'Aruba', 'Australia', 'Austria', 'Azerbaijan', 'Bahamas', 'Bahrain', 'Bangladesh', 'Barbados', 'Belarus', 'Belgium', 'Belize', 'Benin', 'Bermuda', 'Bhutan', 'Bolivia', 'Bosnia and Herzegovina', 'Botswana', 'Brazil', 'British Virgin Islands', 'Brunei', 'Bulgaria', 'Burkina Faso', 'Burundi', 'Cambodia', 'Cameroon', 'Canada', 'Cape Verde', 'Cayman Islands', 'Central African Rep.', 'Chad', 'Channel Islands', 'Chile', 'China', 'Christmas Island', 'Cocos Island', 'Colombia', 'Comoros', 'Congo, Dem. Rep.', 'Congo, Rep.', 'Cook Islands', 'Costa Rica', \"Cote d'Ivoire\", 'Croatia', 'Cuba', 'Cyprus', 'Czech Rep.', 'Denmark', 'Djibouti', 'Dominica', 'Dominican Rep.', 'Ecuador', 'Egypt', 'El Salvador', 'Equatorial Guinea', 'Eritrea', 'Estonia', 'Ethiopia', 'Faeroe Islands', 'Falkland Islands (Malvinas)', 'Fiji', 'Finland', 'France', 'French Guiana', 'French Polynesia', 'Gabon', 'Gambia', 'Georgia', 'Germany', 'Ghana', 'Gibraltar', 'Greece', 'Greenland', 'Grenada', 'Guadeloupe', 'Guam', 'Guatemala', 'Guernsey', 'Guinea', 'Guinea-Bissau', 'Guyana', 'Haiti', 'Holy See', 'Honduras', 'Hong Kong, China', 'Hungary', 'Iceland', 'India', 'Indonesia', 'Iran', 'Iraq', 'Ireland', 'Isle of Man', 'Israel', 'Italy', 'Jamaica', 'Japan', 'Jersey', 'Jordan', 'Kazakhstan', 'Kenya', 'Kiribati', 'Korea, Dem. Rep.', 'Korea, Rep.', 'Kosovo', 'Kuwait', 'Kyrgyzstan', 'Laos', 'Latvia', 'Lebanon', 'Lesotho', 'Liberia', 'Libya', 'Liechtenstein', 'Lithuania', 'Luxembourg', 'Macao, China', 'Macedonia, FYR', 'Madagascar', 'Malawi', 'Malaysia', 'Maldives', 'Mali', 'Malta', 'Marshall Islands', 'Martinique', 'Mauritania', 'Mauritius', 'Mayotte', 'Mexico', 'Micronesia, Fed. Sts.', 'Moldova', 'Monaco', 'Mongolia', 'Montenegro', 'Montserrat', 'Morocco', 'Mozambique', 'Myanmar', 'Namibia', 'Nauru', 'Nepal', 'Netherlands', 'Netherlands Antilles', 'New Caledonia', 'New Zealand', 'Nicaragua', 'Niger', 'Nigeria', 'Niue', 'Norfolk Island', 'Northern Cyprus', 'Northern Mariana Islands', 'Norway', 'Oman', 'Pakistan', 'Palau', 'Panama', 'Papua New Guinea', 'Paraguay', 'Peru', 'Philippines', 'Pitcairn', 'Poland', 'Portugal', 'Puerto Rico', 'Qatar', 'Reunion', 'Romania', 'Russia', 'Rwanda', 'Saint Barthélemy', 'Saint Helena', 'Saint Kitts and Nevis', 'Saint Lucia', 'Saint Martin', 'Saint Vincent and the Grenadines', 'Saint-Pierre-et-Miquelon', 'Samoa', 'San Marino', 'Sao Tome and Principe', 'Saudi Arabia', 'Senegal', 'Serbia', 'Serbia excluding Kosovo', 'Seychelles', 'Sierra Leone', 'Singapore', 'Slovak Republic', 'Slovenia', 'Solomon Islands', 'Somalia', 'South Africa', 'South Sudan', 'Spain', 'Sri Lanka', 'Sudan', 'Suriname', 'Svalbard', 'Swaziland', 'Sweden', 'Switzerland', 'Syria', 'Taiwan', 'Tajikistan', 'Tanzania', 'Thailand', 'Timor-Leste', 'Togo', 'Tokelau', 'Tonga', 'Trinidad and Tobago', 'Tunisia', 'Turkey', 'Turkmenistan', 'Turks and Caicos Islands', 'Tuvalu', 'Uganda', 'Ukraine', 'United Arab Emirates', 'United Kingdom', 'United States', 'Uruguay', 'Uzbekistan', 'Wallis et Futuna', 'Vanuatu', 'Venezuela', 'West Bank and Gaza', 'Western Sahara', 'Vietnam', 'Virgin Islands (U.S.)', 'Yemen, Rep.', 'Zambia', 'Zimbabwe', 'Åland'], 'region': ['South Asia', 'Europe & Central Asia', 'Middle East & North Africa', 'East Asia & Pacific', 'Europe & Central Asia', 'Sub-Saharan Africa', 'America', 'America', 'America', 'Europe & Central Asia', 'America', 'East Asia & Pacific', 'Europe & Central Asia', 'Europe & Central Asia', 'America', 'Middle East & North Africa', 'South Asia', 'America', 'Europe & Central Asia', 'Europe & Central Asia', 'America', 'Sub-Saharan Africa', 'America', 'South Asia', 'America', 'Europe & Central Asia', 'Sub-Saharan 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'shape': (244,), 'dtype': 'float64', 'order': 'little'}},</div></div><div class=\"3566\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">js_event_callbacks&nbsp;=&nbsp;{},</div></div><div class=\"3566\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">js_property_callbacks&nbsp;=&nbsp;{},</div></div><div class=\"3566\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">name&nbsp;=&nbsp;None,</div></div><div class=\"3566\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">selected&nbsp;=&nbsp;Selection(id='3569', ...),</div></div><div class=\"3566\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">selection_policy&nbsp;=&nbsp;UnionRenderers(id='3568', ...),</div></div><div class=\"3566\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">subscribed_events&nbsp;=&nbsp;[],</div></div><div class=\"3566\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">syncable&nbsp;=&nbsp;True,</div></div><div class=\"3566\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">tags&nbsp;=&nbsp;[])</div></div></div>\n",
       "<script>\n",
       "(function() {\n",
       "  let expanded = false;\n",
       "  const ellipsis = document.getElementById(\"3567\");\n",
       "  ellipsis.addEventListener(\"click\", function() {\n",
       "    const rows = document.getElementsByClassName(\"3566\");\n",
       "    for (let i = 0; i < rows.length; i++) {\n",
       "      const el = rows[i];\n",
       "      el.style.display = expanded ? \"none\" : \"table-row\";\n",
       "    }\n",
       "    ellipsis.innerHTML = expanded ? \"&hellip;)\" : \"&lsaquo;&lsaquo;&lsaquo;\";\n",
       "    expanded = !expanded;\n",
       "  });\n",
       "})();\n",
       "</script>\n"
      ],
      "text/plain": [
       "ColumnDataSource(id='3517', ...)"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sources['_1964']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "38ea802c",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 画布参数\n",
    "xdr = Range1d(1, 9)\n",
    "ydr = Range1d(20, 100)\n",
    "plot = Plot(\n",
    "    x_range=xdr,\n",
    "    y_range=ydr,\n",
    "    plot_width=800,\n",
    "    plot_height=400,\n",
    "    outline_line_color=None,\n",
    "    toolbar_location=None, \n",
    "    min_border=20,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "f2c20cb4",
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "ename": "ValueError",
     "evalue": "failed to validate LinearAxis(id='3576', ...).minor_tick_in: expected a value of type Integral, got None of type NoneType",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-40-fb1ad95c11b1>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m     17\u001b[0m     \u001b[0mmajor_tick_line_width\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     18\u001b[0m )\n\u001b[1;32m---> 19\u001b[1;33m \u001b[0mxaxis\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mLinearAxis\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mticker\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mSingleIntervalTicker\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0minterval\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis_label\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m\"Children per woman (total fertility)\"\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m**\u001b[0m\u001b[0mAXIS_FORMATS\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     20\u001b[0m \u001b[0myaxis\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mLinearAxis\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mticker\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mSingleIntervalTicker\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0minterval\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m20\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis_label\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m\"Life expectancy at birth (years)\"\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m**\u001b[0m\u001b[0mAXIS_FORMATS\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     21\u001b[0m \u001b[0mplot\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0madd_layout\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mxaxis\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'below'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\bokeh\\model\\model.py\u001b[0m in \u001b[0;36m__init__\u001b[1;34m(self, **kwargs)\u001b[0m\n\u001b[0;32m    126\u001b[0m         \u001b[0mkwargs\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpop\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"id\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    127\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 128\u001b[1;33m         \u001b[0msuper\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__init__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    129\u001b[0m         \u001b[0mdefault_theme\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mapply_to_model\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    130\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\bokeh\\core\\has_props.py\u001b[0m in \u001b[0;36m__init__\u001b[1;34m(self, **properties)\u001b[0m\n\u001b[0;32m    204\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    205\u001b[0m         \u001b[1;32mfor\u001b[0m \u001b[0mname\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mvalue\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mproperties\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mitems\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 206\u001b[1;33m             \u001b[0msetattr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mname\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mvalue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    207\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    208\u001b[0m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_initialized\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;32mTrue\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\bokeh\\core\\has_props.py\u001b[0m in \u001b[0;36m__setattr__\u001b[1;34m(self, name, value)\u001b[0m\n\u001b[0;32m    228\u001b[0m         \u001b[0mproperties\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mproperties\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0m_with_props\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    229\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0mname\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mproperties\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 230\u001b[1;33m             \u001b[1;32mreturn\u001b[0m \u001b[0msuper\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__setattr__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mname\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mvalue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    231\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    232\u001b[0m         \u001b[0mdescriptor\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mgetattr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__class__\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mname\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\bokeh\\core\\property\\descriptors.py\u001b[0m in \u001b[0;36m__set__\u001b[1;34m(self, obj, value, setter)\u001b[0m\n\u001b[0;32m    281\u001b[0m             \u001b[1;32mraise\u001b[0m \u001b[0mRuntimeError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34mf\"{class_name}.{self.name} is a readonly property\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    282\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 283\u001b[1;33m         \u001b[0mvalue\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mproperty\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mprepare_value\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mobj\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mname\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mvalue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    284\u001b[0m         \u001b[0mold\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_get\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mobj\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    285\u001b[0m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_set\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mobj\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mold\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mvalue\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0msetter\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0msetter\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\bokeh\\core\\property\\bases.py\u001b[0m in \u001b[0;36mprepare_value\u001b[1;34m(self, owner, name, value, hint)\u001b[0m\n\u001b[0;32m    363\u001b[0m         \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    364\u001b[0m             \u001b[0mobj_repr\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mowner\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mowner\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mHasProps\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32melse\u001b[0m \u001b[0mowner\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__name__\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 365\u001b[1;33m             \u001b[1;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34mf\"failed to validate {obj_repr}.{name}: {error}\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    366\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    367\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mowner\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mHasProps\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mValueError\u001b[0m: failed to validate LinearAxis(id='3576', ...).minor_tick_in: expected a value of type Integral, got None of type NoneType"
     ]
    }
   ],
   "source": [
    "# 坐标轴参数\n",
    "AXIS_FORMATS = dict(\n",
    "    minor_tick_in=None,\n",
    "    minor_tick_out=None,\n",
    "    major_tick_in=None,\n",
    "    major_label_text_font_size=\"10pt\",\n",
    "    major_label_text_font_style=\"normal\",\n",
    "    axis_label_text_font_size=\"10pt\",\n",
    "\n",
    "    axis_line_color='#AAAAAA',\n",
    "    major_tick_line_color='#AAAAAA',\n",
    "    major_label_text_color='#666666',\n",
    "\n",
    "    major_tick_line_cap=\"round\",\n",
    "    axis_line_cap=\"round\",\n",
    "    axis_line_width=1,\n",
    "    major_tick_line_width=1,\n",
    ")\n",
    "xaxis = LinearAxis(ticker=SingleIntervalTicker(interval=1), axis_label=\"Children per woman (total fertility)\",**AXIS_FORMATS)\n",
    "yaxis = LinearAxis(ticker=SingleIntervalTicker(interval=20), axis_label=\"Life expectancy at birth (years)\",**AXIS_FORMATS)  \n",
    "plot.add_layout(xaxis, 'below')\n",
    "plot.add_layout(yaxis, 'left')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "b017953a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"2ec8ab0a-9d77-4394-8aa1-87e8beb59a57\" data-root-id=\"3592\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  const docs_json = {\"34d42ba8-7aca-42b6-a094-4068ca55437d\":{\"defs\":[],\"roots\":{\"references\":[{\"attributes\":{\"children\":[{\"id\":\"3590\"},{\"id\":\"3591\"}],\"sizing_mode\":\"scale_width\"},\"id\":\"3592\",\"type\":\"Column\"},{\"attributes\":{},\"id\":\"3851\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"data\":{\"Country\":[\"Afghanistan\",\"Albania\",\"Algeria\",\"American Samoa\",\"Andorra\",\"Angola\",\"Anguilla\",\"Antigua and Barbuda\",\"Argentina\",\"Armenia\",\"Aruba\",\"Australia\",\"Austria\",\"Azerbaijan\",\"Bahamas\",\"Bahrain\",\"Bangladesh\",\"Barbados\",\"Belarus\",\"Belgium\",\"Belize\",\"Benin\",\"Bermuda\",\"Bhutan\",\"Bolivia\",\"Bosnia and Herzegovina\",\"Botswana\",\"Brazil\",\"British Virgin Islands\",\"Brunei\",\"Bulgaria\",\"Burkina Faso\",\"Burundi\",\"Cambodia\",\"Cameroon\",\"Canada\",\"Cape Verde\",\"Cayman Islands\",\"Central African Rep.\",\"Chad\",\"Channel Islands\",\"Chile\",\"China\",\"Christmas Island\",\"Cocos Island\",\"Colombia\",\"Comoros\",\"Congo, Dem. Rep.\",\"Congo, Rep.\",\"Cook Islands\",\"Costa Rica\",\"Cote d'Ivoire\",\"Croatia\",\"Cuba\",\"Cyprus\",\"Czech Rep.\",\"Denmark\",\"Djibouti\",\"Dominica\",\"Dominican Rep.\",\"Ecuador\",\"Egypt\",\"El Salvador\",\"Equatorial Guinea\",\"Eritrea\",\"Estonia\",\"Ethiopia\",\"Faeroe Islands\",\"Falkland Islands (Malvinas)\",\"Fiji\",\"Finland\",\"France\",\"French Guiana\",\"French Polynesia\",\"Gabon\",\"Gambia\",\"Georgia\",\"Germany\",\"Ghana\",\"Gibraltar\",\"Greece\",\"Greenland\",\"Grenada\",\"Guadeloupe\",\"Guam\",\"Guatemala\",\"Guernsey\",\"Guinea\",\"Guinea-Bissau\",\"Guyana\",\"Haiti\",\"Holy See\",\"Honduras\",\"Hong Kong, China\",\"Hungary\",\"Iceland\",\"India\",\"Indonesia\",\"Iran\",\"Iraq\",\"Ireland\",\"Isle of Man\",\"Israel\",\"Italy\",\"Jamaica\",\"Japan\",\"Jersey\",\"Jordan\",\"Kazakhstan\",\"Kenya\",\"Kiribati\",\"Korea, Dem. Rep.\",\"Korea, Rep.\",\"Kosovo\",\"Kuwait\",\"Kyrgyzstan\",\"Laos\",\"Latvia\",\"Lebanon\",\"Lesotho\",\"Liberia\",\"Libya\",\"Liechtenstein\",\"Lithuania\",\"Luxembourg\",\"Macao, China\",\"Macedonia, FYR\",\"Madagascar\",\"Malawi\",\"Malaysia\",\"Maldives\",\"Mali\",\"Malta\",\"Marshall Islands\",\"Martinique\",\"Mauritania\",\"Mauritius\",\"Mayotte\",\"Mexico\",\"Micronesia, Fed. 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       "  const render_items = [{\"docid\":\"34d42ba8-7aca-42b6-a094-4068ca55437d\",\"root_ids\":[\"3592\"],\"roots\":{\"3592\":\"2ec8ab0a-9d77-4394-8aa1-87e8beb59a57\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    let attempts = 0;\n",
       "    const timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "3592"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 添加年份图层（最底层）\n",
    "text_source = ColumnDataSource({'year': ['%s' % years[0]]})\n",
    "text = Text(x=2, y=35, text='year', text_font_size='150pt', text_color='#EEEEEE')\n",
    "plot.add_glyph(text_source, text)\n",
    "# 色盘，分类映射\n",
    "color_mapper = CategoricalColorMapper(palette=Spectral6, factors=regions_list)\n",
    "# 绘制气泡（散点）\n",
    "renderer_source = sources['_%s' % years[0]]\n",
    "circle_glyph = Circle(\n",
    "    x='fertility', y='life', size='population',\n",
    "    fill_color={'field': 'region', 'transform': color_mapper}, \n",
    "    fill_alpha=0.8, \n",
    "    line_color='#7c7e71', line_width=0.5, line_alpha=0.5)\n",
    "# 添加图层\n",
    "circle_renderer = plot.add_glyph(renderer_source, circle_glyph)\n",
    "# 添加hover工具\n",
    "tooltips = \"@index\"\n",
    "plot.add_tools(HoverTool(tooltips=tooltips, renderers=[circle_renderer]))\n",
    "# 添加滚动条空间\n",
    "code = \"\"\"\n",
    "    var year = slider.value,\n",
    "        sources = %s,\n",
    "        new_source_data = sources[year].data;\n",
    "    renderer_source.data = new_source_data;\n",
    "    text_source.data = {'year': [String(year)]};\n",
    "\"\"\" % js_source_array\n",
    "# 数据回调\n",
    "callback = CustomJS(args=sources, code=code)\n",
    "slider = Slider(start=years[0], end=years[-1], value=1, step=1, title=\"Year\")\n",
    "slider.js_on_change('value',callback)\n",
    "# callback.js_on_change('active',callback)\n",
    "callback.args[\"renderer_source\"] = renderer_source\n",
    "callback.args[\"slider\"] = slider\n",
    "callback.args[\"text_source\"] = text_source\n",
    "# 显示\n",
    "show(layout([[plot], [slider]], sizing_mode='scale_width'))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "02ac7343",
   "metadata": {},
   "source": [
    "# 折线图"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9bc0abd2",
   "metadata": {},
   "source": [
    "> 1. 随时间连续变化的图形\n",
    "> 1. 参考链接：  \n",
    "[单线](https://docs.bokeh.org/en/latest/docs/reference/models/glyphs/line.html)  \n",
    "[多线](https://docs.bokeh.org/en/latest/docs/reference/models/glyphs/multi_line.html)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "8c02a070",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "    <div class=\"bk-root\">\n",
       "        <a href=\"https://bokeh.org\" target=\"_blank\" class=\"bk-logo bk-logo-small bk-logo-notebook\"></a>\n",
       "        <span id=\"5315\">Loading BokehJS ...</span>\n",
       "    </div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "(function(root) {\n",
       "  function now() {\n",
       "    return new Date();\n",
       "  }\n",
       "\n",
       "  const force = true;\n",
       "\n",
       "  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n",
       "    root._bokeh_onload_callbacks = [];\n",
       "    root._bokeh_is_loading = undefined;\n",
       "  }\n",
       "\n",
       "  const JS_MIME_TYPE = 'application/javascript';\n",
       "  const HTML_MIME_TYPE = 'text/html';\n",
       "  const EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
       "  const CLASS_NAME = 'output_bokeh rendered_html';\n",
       "\n",
       "  /**\n",
       "   * Render data to the DOM node\n",
       "   */\n",
       "  function render(props, node) {\n",
       "    const script = document.createElement(\"script\");\n",
       "    node.appendChild(script);\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when an output is cleared or removed\n",
       "   */\n",
       "  function handleClearOutput(event, handle) {\n",
       "    const cell = handle.cell;\n",
       "\n",
       "    const id = cell.output_area._bokeh_element_id;\n",
       "    const server_id = cell.output_area._bokeh_server_id;\n",
       "    // Clean up Bokeh references\n",
       "    if (id != null && id in Bokeh.index) {\n",
       "      Bokeh.index[id].model.document.clear();\n",
       "      delete Bokeh.index[id];\n",
       "    }\n",
       "\n",
       "    if (server_id !== undefined) {\n",
       "      // Clean up Bokeh references\n",
       "      const cmd_clean = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n",
       "      cell.notebook.kernel.execute(cmd_clean, {\n",
       "        iopub: {\n",
       "          output: function(msg) {\n",
       "            const id = msg.content.text.trim();\n",
       "            if (id in Bokeh.index) {\n",
       "              Bokeh.index[id].model.document.clear();\n",
       "              delete Bokeh.index[id];\n",
       "            }\n",
       "          }\n",
       "        }\n",
       "      });\n",
       "      // Destroy server and session\n",
       "      const cmd_destroy = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
       "      cell.notebook.kernel.execute(cmd_destroy);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when a new output is added\n",
       "   */\n",
       "  function handleAddOutput(event, handle) {\n",
       "    const output_area = handle.output_area;\n",
       "    const output = handle.output;\n",
       "\n",
       "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
       "    if ((output.output_type != \"display_data\") || (!Object.prototype.hasOwnProperty.call(output.data, EXEC_MIME_TYPE))) {\n",
       "      return\n",
       "    }\n",
       "\n",
       "    const toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
       "\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n",
       "      toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n",
       "      // store reference to embed id on output_area\n",
       "      output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
       "    }\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
       "      const bk_div = document.createElement(\"div\");\n",
       "      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
       "      const script_attrs = bk_div.children[0].attributes;\n",
       "      for (let i = 0; i < script_attrs.length; i++) {\n",
       "        toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n",
       "        toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n",
       "      }\n",
       "      // store reference to server id on output_area\n",
       "      output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function register_renderer(events, OutputArea) {\n",
       "\n",
       "    function append_mime(data, metadata, element) {\n",
       "      // create a DOM node to render to\n",
       "      const toinsert = this.create_output_subarea(\n",
       "        metadata,\n",
       "        CLASS_NAME,\n",
       "        EXEC_MIME_TYPE\n",
       "      );\n",
       "      this.keyboard_manager.register_events(toinsert);\n",
       "      // Render to node\n",
       "      const props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
       "      render(props, toinsert[toinsert.length - 1]);\n",
       "      element.append(toinsert);\n",
       "      return toinsert\n",
       "    }\n",
       "\n",
       "    /* Handle when an output is cleared or removed */\n",
       "    events.on('clear_output.CodeCell', handleClearOutput);\n",
       "    events.on('delete.Cell', handleClearOutput);\n",
       "\n",
       "    /* Handle when a new output is added */\n",
       "    events.on('output_added.OutputArea', handleAddOutput);\n",
       "\n",
       "    /**\n",
       "     * Register the mime type and append_mime function with output_area\n",
       "     */\n",
       "    OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
       "      /* Is output safe? */\n",
       "      safe: true,\n",
       "      /* Index of renderer in `output_area.display_order` */\n",
       "      index: 0\n",
       "    });\n",
       "  }\n",
       "\n",
       "  // register the mime type if in Jupyter Notebook environment and previously unregistered\n",
       "  if (root.Jupyter !== undefined) {\n",
       "    const events = require('base/js/events');\n",
       "    const OutputArea = require('notebook/js/outputarea').OutputArea;\n",
       "\n",
       "    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
       "      register_renderer(events, OutputArea);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  \n",
       "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
       "    root._bokeh_timeout = Date.now() + 5000;\n",
       "    root._bokeh_failed_load = false;\n",
       "  }\n",
       "\n",
       "  const NB_LOAD_WARNING = {'data': {'text/html':\n",
       "     \"<div style='background-color: #fdd'>\\n\"+\n",
       "     \"<p>\\n\"+\n",
       "     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
       "     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
       "     \"</p>\\n\"+\n",
       "     \"<ul>\\n\"+\n",
       "     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
       "     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
       "     \"</ul>\\n\"+\n",
       "     \"<code>\\n\"+\n",
       "     \"from bokeh.resources import INLINE\\n\"+\n",
       "     \"output_notebook(resources=INLINE)\\n\"+\n",
       "     \"</code>\\n\"+\n",
       "     \"</div>\"}};\n",
       "\n",
       "  function display_loaded() {\n",
       "    const el = document.getElementById(\"5315\");\n",
       "    if (el != null) {\n",
       "      el.textContent = \"BokehJS is loading...\";\n",
       "    }\n",
       "    if (root.Bokeh !== undefined) {\n",
       "      if (el != null) {\n",
       "        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n",
       "      }\n",
       "    } else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(display_loaded, 100)\n",
       "    }\n",
       "  }\n",
       "\n",
       "\n",
       "  function run_callbacks() {\n",
       "    try {\n",
       "      root._bokeh_onload_callbacks.forEach(function(callback) {\n",
       "        if (callback != null)\n",
       "          callback();\n",
       "      });\n",
       "    } finally {\n",
       "      delete root._bokeh_onload_callbacks\n",
       "    }\n",
       "    console.debug(\"Bokeh: all callbacks have finished\");\n",
       "  }\n",
       "\n",
       "  function load_libs(css_urls, js_urls, callback) {\n",
       "    if (css_urls == null) css_urls = [];\n",
       "    if (js_urls == null) js_urls = [];\n",
       "\n",
       "    root._bokeh_onload_callbacks.push(callback);\n",
       "    if (root._bokeh_is_loading > 0) {\n",
       "      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
       "      return null;\n",
       "    }\n",
       "    if (js_urls == null || js_urls.length === 0) {\n",
       "      run_callbacks();\n",
       "      return null;\n",
       "    }\n",
       "    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
       "    root._bokeh_is_loading = css_urls.length + js_urls.length;\n",
       "\n",
       "    function on_load() {\n",
       "      root._bokeh_is_loading--;\n",
       "      if (root._bokeh_is_loading === 0) {\n",
       "        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n",
       "        run_callbacks()\n",
       "      }\n",
       "    }\n",
       "\n",
       "    function on_error(url) {\n",
       "      console.error(\"failed to load \" + url);\n",
       "    }\n",
       "\n",
       "    for (let i = 0; i < css_urls.length; i++) {\n",
       "      const url = css_urls[i];\n",
       "      const element = document.createElement(\"link\");\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error.bind(null, url);\n",
       "      element.rel = \"stylesheet\";\n",
       "      element.type = \"text/css\";\n",
       "      element.href = url;\n",
       "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
       "      document.body.appendChild(element);\n",
       "    }\n",
       "\n",
       "    for (let i = 0; i < js_urls.length; i++) {\n",
       "      const url = js_urls[i];\n",
       "      const element = document.createElement('script');\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error.bind(null, url);\n",
       "      element.async = false;\n",
       "      element.src = url;\n",
       "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "      document.head.appendChild(element);\n",
       "    }\n",
       "  };\n",
       "\n",
       "  function inject_raw_css(css) {\n",
       "    const element = document.createElement(\"style\");\n",
       "    element.appendChild(document.createTextNode(css));\n",
       "    document.body.appendChild(element);\n",
       "  }\n",
       "\n",
       "  \n",
       "  const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.4.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.4.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.4.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.4.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-2.4.2.min.js\"];\n",
       "  const css_urls = [];\n",
       "  \n",
       "\n",
       "  const inline_js = [\n",
       "    function(Bokeh) {\n",
       "      Bokeh.set_log_level(\"info\");\n",
       "    },\n",
       "    function(Bokeh) {\n",
       "    \n",
       "    \n",
       "    }\n",
       "  ];\n",
       "\n",
       "  function run_inline_js() {\n",
       "    \n",
       "    if (root.Bokeh !== undefined || force === true) {\n",
       "      \n",
       "    for (let i = 0; i < inline_js.length; i++) {\n",
       "      inline_js[i].call(root, root.Bokeh);\n",
       "    }\n",
       "    if (force === true) {\n",
       "        display_loaded();\n",
       "      }} else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(run_inline_js, 100);\n",
       "    } else if (!root._bokeh_failed_load) {\n",
       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "      root._bokeh_failed_load = true;\n",
       "    } else if (force !== true) {\n",
       "      const cell = $(document.getElementById(\"5315\")).parents('.cell').data().cell;\n",
       "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
       "    }\n",
       "\n",
       "  }\n",
       "\n",
       "  if (root._bokeh_is_loading === 0) {\n",
       "    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
       "    run_inline_js();\n",
       "  } else {\n",
       "    load_libs(css_urls, js_urls, function() {\n",
       "      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
       "      run_inline_js();\n",
       "    });\n",
       "  }\n",
       "}(window));"
      ],
      "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  const force = true;\n\n  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n    root._bokeh_onload_callbacks = [];\n    root._bokeh_is_loading = undefined;\n  }\n\n  \n\n  \n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  const NB_LOAD_WARNING = {'data': {'text/html':\n     \"<div style='background-color: #fdd'>\\n\"+\n     \"<p>\\n\"+\n     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n     \"</p>\\n\"+\n     \"<ul>\\n\"+\n     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n     \"</ul>\\n\"+\n     \"<code>\\n\"+\n     \"from bokeh.resources import INLINE\\n\"+\n     \"output_notebook(resources=INLINE)\\n\"+\n     \"</code>\\n\"+\n     \"</div>\"}};\n\n  function display_loaded() {\n    const el = document.getElementById(\"5315\");\n    if (el != null) {\n      el.textContent = \"BokehJS is loading...\";\n    }\n    if (root.Bokeh !== undefined) {\n      if (el != null) {\n        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(display_loaded, 100)\n    }\n  }\n\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) {\n        if (callback != null)\n          callback();\n      });\n    } finally {\n      delete root._bokeh_onload_callbacks\n    }\n    console.debug(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(css_urls, js_urls, callback) {\n    if (css_urls == null) css_urls = [];\n    if (js_urls == null) js_urls = [];\n\n    root._bokeh_onload_callbacks.push(callback);\n    if (root._bokeh_is_loading > 0) {\n      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    }\n    if (js_urls == null || js_urls.length === 0) {\n      run_callbacks();\n      return null;\n    }\n    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n    root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n    function on_load() {\n      root._bokeh_is_loading--;\n      if (root._bokeh_is_loading === 0) {\n        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n        run_callbacks()\n      }\n    }\n\n    function on_error(url) {\n      console.error(\"failed to load \" + url);\n    }\n\n    for (let i = 0; i < css_urls.length; i++) {\n      const url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error.bind(null, url);\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }\n\n    for (let i = 0; i < js_urls.length; i++) {\n      const url = js_urls[i];\n      const element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error.bind(null, url);\n      element.async = false;\n      element.src = url;\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n  };\n\n  function inject_raw_css(css) {\n    const element = document.createElement(\"style\");\n    element.appendChild(document.createTextNode(css));\n    document.body.appendChild(element);\n  }\n\n  \n  const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.4.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.4.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.4.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.4.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-2.4.2.min.js\"];\n  const css_urls = [];\n  \n\n  const inline_js = [\n    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\n    function(Bokeh) {\n    \n    \n    }\n  ];\n\n  function run_inline_js() {\n    \n    if (root.Bokeh !== undefined || force === true) {\n      \n    for (let i = 0; i < inline_js.length; i++) {\n      inline_js[i].call(root, root.Bokeh);\n    }\n    if (force === true) {\n        display_loaded();\n      }} else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      const cell = $(document.getElementById(\"5315\")).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\n\n  }\n\n  if (root._bokeh_is_loading === 0) {\n    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n    run_inline_js();\n  } else {\n    load_libs(css_urls, js_urls, function() {\n      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n      run_inline_js();\n    });\n  }\n}(window));"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from bokeh.plotting import figure,output_notebook,show\n",
    "output_notebook()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "316c1571",
   "metadata": {},
   "source": [
    "## 单线条"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "3dad82d5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"a1fccfaa-17fe-43fd-87ca-dc4a35ae14f0\" data-root-id=\"5316\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  const docs_json = {\"9a606355-f714-491c-b8a6-85c8c8399bf3\":{\"defs\":[],\"roots\":{\"references\":[{\"attributes\":{\"below\":[{\"id\":\"5327\"}],\"center\":[{\"id\":\"5330\"},{\"id\":\"5334\"},{\"id\":\"5365\"}],\"height\":400,\"left\":[{\"id\":\"5331\"}],\"renderers\":[{\"id\":\"5353\"}],\"title\":{\"id\":\"5317\"},\"toolbar\":{\"id\":\"5342\"},\"width\":400,\"x_range\":{\"id\":\"5319\"},\"x_scale\":{\"id\":\"5323\"},\"y_range\":{\"id\":\"5321\"},\"y_scale\":{\"id\":\"5325\"}},\"id\":\"5316\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"5349\"},\"glyph\":{\"id\":\"5350\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"5352\"},\"nonselection_glyph\":{\"id\":\"5351\"},\"view\":{\"id\":\"5354\"}},\"id\":\"5353\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"5362\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#1f77b4\",\"line_width\":2,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"5351\",\"type\":\"Line\"},{\"attributes\":{\"line_color\":\"#1f77b4\",\"line_width\":2,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"5350\",\"type\":\"Line\"},{\"attributes\":{\"axis\":{\"id\":\"5327\"},\"coordinates\":null,\"group\":null,\"ticker\":null},\"id\":\"5330\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"5360\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"source\":{\"id\":\"5349\"}},\"id\":\"5354\",\"type\":\"CDSView\"},{\"attributes\":{\"label\":{\"value\":\"Temp.\"},\"renderers\":[{\"id\":\"5353\"}]},\"id\":\"5366\",\"type\":\"LegendItem\"},{\"attributes\":{},\"id\":\"5357\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"5319\",\"type\":\"DataRange1d\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#1f77b4\",\"line_width\":2,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"5352\",\"type\":\"Line\"},{\"attributes\":{\"coordinates\":null,\"group\":null,\"text\":\"line example\"},\"id\":\"5317\",\"type\":\"Title\"},{\"attributes\":{},\"id\":\"5335\",\"type\":\"PanTool\"},{\"attributes\":{},\"id\":\"5339\",\"type\":\"ResetTool\"},{\"attributes\":{},\"id\":\"5321\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"5336\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"overlay\":{\"id\":\"5341\"}},\"id\":\"5337\",\"type\":\"BoxZoomTool\"},{\"attributes\":{},\"id\":\"5338\",\"type\":\"SaveTool\"},{\"attributes\":{\"axis_label\":\"x\",\"coordinates\":null,\"formatter\":{\"id\":\"5360\"},\"group\":null,\"major_label_policy\":{\"id\":\"5361\"},\"ticker\":{\"id\":\"5328\"}},\"id\":\"5327\",\"type\":\"LinearAxis\"},{\"attributes\":{\"data\":{\"x\":[1,2,3,4,5,6,7],\"y\":[6,7,2,4,5,10,4]},\"selected\":{\"id\":\"5363\"},\"selection_policy\":{\"id\":\"5362\"}},\"id\":\"5349\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"5323\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"5340\",\"type\":\"HelpTool\"},{\"attributes\":{},\"id\":\"5361\",\"type\":\"AllLabels\"},{\"attributes\":{},\"id\":\"5325\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"5358\",\"type\":\"AllLabels\"},{\"attributes\":{\"axis\":{\"id\":\"5331\"},\"coordinates\":null,\"dimension\":1,\"group\":null,\"ticker\":null},\"id\":\"5334\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"5328\",\"type\":\"BasicTicker\"},{\"attributes\":{\"tools\":[{\"id\":\"5335\"},{\"id\":\"5336\"},{\"id\":\"5337\"},{\"id\":\"5338\"},{\"id\":\"5339\"},{\"id\":\"5340\"}]},\"id\":\"5342\",\"type\":\"Toolbar\"},{\"attributes\":{},\"id\":\"5363\",\"type\":\"Selection\"},{\"attributes\":{\"axis_label\":\"y\",\"coordinates\":null,\"formatter\":{\"id\":\"5357\"},\"group\":null,\"major_label_policy\":{\"id\":\"5358\"},\"ticker\":{\"id\":\"5332\"}},\"id\":\"5331\",\"type\":\"LinearAxis\"},{\"attributes\":{\"bottom_units\":\"screen\",\"coordinates\":null,\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"group\":null,\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"syncable\":false,\"top_units\":\"screen\"},\"id\":\"5341\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"5332\",\"type\":\"BasicTicker\"},{\"attributes\":{\"coordinates\":null,\"group\":null,\"items\":[{\"id\":\"5366\"}]},\"id\":\"5365\",\"type\":\"Legend\"}],\"root_ids\":[\"5316\"]},\"title\":\"Bokeh Application\",\"version\":\"2.4.2\"}};\n",
       "  const render_items = [{\"docid\":\"9a606355-f714-491c-b8a6-85c8c8399bf3\",\"root_ids\":[\"5316\"],\"roots\":{\"5316\":\"a1fccfaa-17fe-43fd-87ca-dc4a35ae14f0\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    let attempts = 0;\n",
       "    const timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "5316"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 数据\n",
    "x = [1, 2, 3, 4, 5, 6, 7]\n",
    "y = [6, 7, 2, 4, 5, 10, 4]\n",
    "# 画布：坐标轴标签，画布大小\n",
    "p = figure(title=\"line example\", x_axis_label='x', y_axis_label='y', width=400, height=400)\n",
    "# 画图：数据、图例、线宽\n",
    "p.line(x, y, legend_label=\"Temp.\", line_width=2)  # 折线\n",
    "# 显示\n",
    "show(p)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "76e1e219",
   "metadata": {},
   "source": [
    "## 多线条"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "5a3adde3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"2f5658ff-bc74-481e-ac97-84a6aaa1be94\" data-root-id=\"5767\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  const docs_json = {\"8f41d0e8-0a9a-4dc3-aed8-9f8c00c4159a\":{\"defs\":[],\"roots\":{\"references\":[{\"attributes\":{\"below\":[{\"id\":\"5776\"}],\"center\":[{\"id\":\"5779\"},{\"id\":\"5783\"}],\"height\":400,\"left\":[{\"id\":\"5780\"}],\"renderers\":[{\"id\":\"5802\"}],\"title\":{\"id\":\"6154\"},\"toolbar\":{\"id\":\"5791\"},\"width\":400,\"x_range\":{\"id\":\"5768\"},\"x_scale\":{\"id\":\"5772\"},\"y_range\":{\"id\":\"5770\"},\"y_scale\":{\"id\":\"5774\"}},\"id\":\"5767\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"overlay\":{\"id\":\"5790\"}},\"id\":\"5786\",\"type\":\"BoxZoomTool\"},{\"attributes\":{\"source\":{\"id\":\"5798\"}},\"id\":\"5803\",\"type\":\"CDSView\"},{\"attributes\":{\"line_alpha\":{\"field\":\"line_alpha\"},\"line_color\":{\"field\":\"line_color\"},\"line_width\":{\"value\":4},\"xs\":{\"field\":\"xs\"},\"ys\":{\"field\":\"ys\"}},\"id\":\"5799\",\"type\":\"MultiLine\"},{\"attributes\":{},\"id\":\"6160\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"6161\",\"type\":\"AllLabels\"},{\"attributes\":{},\"id\":\"5784\",\"type\":\"PanTool\"},{\"attributes\":{},\"id\":\"6162\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"tools\":[{\"id\":\"5784\"},{\"id\":\"5785\"},{\"id\":\"5786\"},{\"id\":\"5787\"},{\"id\":\"5788\"},{\"id\":\"5789\"}]},\"id\":\"5791\",\"type\":\"Toolbar\"},{\"attributes\":{\"line_alpha\":{\"value\":0.2},\"line_color\":{\"field\":\"line_color\"},\"line_width\":{\"value\":4},\"xs\":{\"field\":\"xs\"},\"ys\":{\"field\":\"ys\"}},\"id\":\"5801\",\"type\":\"MultiLine\"},{\"attributes\":{\"coordinates\":null,\"group\":null},\"id\":\"6154\",\"type\":\"Title\"},{\"attributes\":{\"bottom_units\":\"screen\",\"coordinates\":null,\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"group\":null,\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"syncable\":false,\"top_units\":\"screen\"},\"id\":\"5790\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"axis\":{\"id\":\"5776\"},\"coordinates\":null,\"group\":null,\"ticker\":null},\"id\":\"5779\",\"type\":\"Grid\"},{\"attributes\":{\"coordinates\":null,\"formatter\":{\"id\":\"6157\"},\"group\":null,\"major_label_policy\":{\"id\":\"6158\"},\"ticker\":{\"id\":\"5781\"}},\"id\":\"5780\",\"type\":\"LinearAxis\"},{\"attributes\":{\"axis\":{\"id\":\"5780\"},\"coordinates\":null,\"dimension\":1,\"group\":null,\"ticker\":null},\"id\":\"5783\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"5772\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"5787\",\"type\":\"SaveTool\"},{\"attributes\":{},\"id\":\"5777\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"6158\",\"type\":\"AllLabels\"},{\"attributes\":{\"coordinates\":null,\"formatter\":{\"id\":\"6160\"},\"group\":null,\"major_label_policy\":{\"id\":\"6161\"},\"ticker\":{\"id\":\"5777\"}},\"id\":\"5776\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"5785\",\"type\":\"WheelZoomTool\"},{\"attributes\":{},\"id\":\"5789\",\"type\":\"HelpTool\"},{\"attributes\":{},\"id\":\"5781\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"6163\",\"type\":\"Selection\"},{\"attributes\":{\"line_alpha\":{\"value\":0.1},\"line_color\":{\"field\":\"line_color\"},\"line_width\":{\"value\":4},\"xs\":{\"field\":\"xs\"},\"ys\":{\"field\":\"ys\"}},\"id\":\"5800\",\"type\":\"MultiLine\"},{\"attributes\":{\"data\":{\"line_alpha\":[0.8,0.3],\"line_color\":[\"firebrick\",\"navy\"],\"xs\":[[1,3,2],[3,4,6,6]],\"ys\":[[2,1,4],[4,7,8,5]]},\"selected\":{\"id\":\"6163\"},\"selection_policy\":{\"id\":\"6162\"}},\"id\":\"5798\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"5774\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"6157\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"5768\",\"type\":\"DataRange1d\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"5798\"},\"glyph\":{\"id\":\"5799\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"5801\"},\"nonselection_glyph\":{\"id\":\"5800\"},\"view\":{\"id\":\"5803\"}},\"id\":\"5802\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"5770\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"5788\",\"type\":\"ResetTool\"}],\"root_ids\":[\"5767\"]},\"title\":\"Bokeh Application\",\"version\":\"2.4.2\"}};\n",
       "  const render_items = [{\"docid\":\"8f41d0e8-0a9a-4dc3-aed8-9f8c00c4159a\",\"root_ids\":[\"5767\"],\"roots\":{\"5767\":\"2f5658ff-bc74-481e-ac97-84a6aaa1be94\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    let attempts = 0;\n",
       "    const timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "5767"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "p = figure(plot_width=400, plot_height=400)\n",
    "# 线段x,y位置点为列表；两段线的颜色、透明度、线宽\n",
    "# color:一次性设置所有线条颜色\n",
    "# alpha: 一次性设置所有线条的透明度\n",
    "p.multi_line([[1, 3, 2], [3, 4, 6, 6]], \n",
    "             [[2, 1, 4], [4, 7, 8, 5]],\n",
    "             color=[\"firebrick\", \"navy\"], \n",
    "             alpha=[0.8, 0.3], \n",
    "             line_width=4)\n",
    "show(p)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b3586565",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.10"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
